{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs = pd.read_csv('data/drake-songs.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "songs = songs[songs['album'] == 'thank-me-later']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37375"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = ''\n",
    "\n",
    "for index, row in songs['lyrics'].iteritems():\n",
    "    text = text + str(row).lower().replace('|-|', '\\n')\n",
    "    \n",
    "len(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "corpus_raw = text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "words = re.findall(r\"\\b[A-z']+\\b\", corpus_raw)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7482"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "int2word = dict()\n",
    "word2int = dict()\n",
    "\n",
    "uniq_words = set(words)\n",
    "vocab_len = len(uniq_words)\n",
    "\n",
    "for i, word in enumerate(uniq_words):\n",
    "    int2word[i] = word\n",
    "    word2int[word] = i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentences = []\n",
    "\n",
    "for sentence in corpus_raw.split('\\n'):\n",
    "    sentences.append(re.findall(r\"\\b[A-z']+\\b\", sentence))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "947"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "data =[]\n",
    "window = 2\n",
    "\n",
    "for sentence in sentences:\n",
    "    for i, center_word in enumerate(sentence):\n",
    "        for word in sentence[max(0, i - window) : min(i + window, len(sentence))]:\n",
    "            if center_word != word:\n",
    "                data.append([center_word, word])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18251"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_oh_vector(data_point_index, vocab_size):\n",
    "    temp = np.zeros(vocab_size)\n",
    "    temp[data_point_index] = 1\n",
    "    return temp\n",
    "\n",
    "x_train = []\n",
    "y_train = []\n",
    "\n",
    "for data_word in data:\n",
    "    x_train.append(get_oh_vector(word2int[data_word[0]], vocab_len))\n",
    "    y_train.append(get_oh_vector(word2int[data_word[1]], vocab_len))\n",
    "\n",
    "x_train = np.asarray(x_train)\n",
    "y_train = np.asarray(y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from unidecode import unidecode\n",
    "from keras.layers import Dense\n",
    "from keras.models import Sequential\n",
    "from keras.optimizers import Adam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoding_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18251, 18251)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Sequential()\n",
    "model.add(Dense(encoding_size, input_shape=(x_train.shape[0], ), activation='relu'))\n",
    "model.add(Dense(y_train.shape[0], activation='softmax'))\n",
    "model.compile(optimizer=Adam(), loss='categorical_crossentropy', metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_31 (Dense)             (None, 3)                 54756     \n",
      "_________________________________________________________________\n",
      "dense_32 (Dense)             (None, 18251)             73004     \n",
      "=================================================================\n",
      "Total params: 127,760\n",
      "Trainable params: 127,760\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "18251/18251 [==============================] - 42s 2ms/step - loss: 6.6285 - acc: 0.0461\n",
      "Epoch 2/10\n",
      "18251/18251 [==============================] - 44s 2ms/step - loss: 5.8917 - acc: 0.0461\n",
      "Epoch 3/10\n",
      "18251/18251 [==============================] - 46s 3ms/step - loss: 5.8300 - acc: 0.0461\n",
      "Epoch 4/10\n",
      "18251/18251 [==============================] - 44s 2ms/step - loss: 5.8020 - acc: 0.0461\n",
      "Epoch 5/10\n",
      "18251/18251 [==============================] - 40s 2ms/step - loss: 5.7835 - acc: 0.0461\n",
      "Epoch 6/10\n",
      "18251/18251 [==============================] - 42s 2ms/step - loss: 5.7697 - acc: 0.0461\n",
      "Epoch 7/10\n",
      "18251/18251 [==============================] - 39s 2ms/step - loss: 5.7586 - acc: 0.0461\n",
      "Epoch 8/10\n",
      "18251/18251 [==============================] - 45s 2ms/step - loss: 5.7496 - acc: 0.0461\n",
      "Epoch 9/10\n",
      "18251/18251 [==============================] - 49s 3ms/step - loss: 5.7420 - acc: 0.0461\n",
      "Epoch 10/10\n",
      "18251/18251 [==============================] - 49s 3ms/step - loss: 5.7352 - acc: 0.0461\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(x_train, y_train, epochs=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa68dcb5898>]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa68dce6400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mpl_toolkits.mplot3d.axes3d.Axes3D"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "Axes3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "weights = model.layers[0].get_weights()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18251, 3)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weights.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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W1hbOnz+P1dVVSJKEt99+OxABhZdzaTgThzqZ5vyXcDiM5eXlriFPrVazBy8XCgUcHx9D0zQYhoFQKIRYLOZazSPLvPQcVbeQp16vI5/P4+zZs1yjTkQ0o/iTlIgoINwGFJfLZdy9exenTp3y7LjK5TKSySRSqRRWV1cRj8dx/fr1thuAcDgcmBBnXMc56JBkVp9QN365qQ6Hw1haWsLS0pLrx03TbFuhnkqloKoqDMOAJEmurVqLi4sMeUYkWkH72bDFNepERMHEn5RERD7nbJVqHVAsy7InwUitVkMymcTR0REikQji8TjOnz/ftZUiFAp1fEfYT8bV0jTMDQ5DnPv4WDQL0mMRCoV6hjyikkfTNJRKJaTTaWiaBl3XIUkSYrGY6+BlWZYZHnQh2t164Rp1IqLgYohDRORD/Q4olmW543aTcdN1HalUCoqiwDAM7O/v4+bNm30PKB5nhcskeXmcDC5oHojByYuLi64fbw15yuWyvUa90WjYIY+maXjnnXeaQp5IJDLX4UG/IU4vk1yjzg1bRESjYYhDROQTYkCxrut9b5YKhUITDXFM00Q2m4WiKKhUKtjZ2cH169c7vsPeTZDaqbwKUnhT04yBVrN5eX70Cnksy0KtVsOrr76KaDSKarVqr1EXIU80GnVdoz7rIc+4QpxeuEadiMg7DHGIiDw06mapcDg89hDHsiwUCgUoioJcLofTp0/j3LlzWFtbG+mietKB07gEpWJo1vEGrhkDrfvETB1ZlrG3t9f2ccuyUK/X7cHL1WrVXqNer9cBANFoFIuLi20DmKPRaKCfe2KwtNe4Rp2IaHIY4hARTZnbgGJguM1S4wwcKpWKPaB4ZWUF+/v7uHr16thuCIISjnDNN/nRNLdTBZ1ot4rFYvbmPifLstBoNOy16WKNugh5LMtqquRxVvP4PeSZViXOqEZZo+7EDVtENI8Y4hARTUG34GaUC+5RL1Dr9bo9oDgcDiMej+OJJ56YyIaYoIQ4k9hORYPjY0eTItqtotFo15DHuWGrUCg0hTyRSMQ15InFYp4GB2I7VdD1CnmA9g1bbpyVPAx5iGhWMMQhIpqgTgOKvXyn1DAMe0Bxo9HA3t4e3vve9yIWi030+06i9WsSvJyJQ9QNbzjvm+Rr1BnyrK2tuX5vXdftdi2xYUvTNNRqNViWBVmW2zZriZBnkuf/oFTijMOgG7Z+9KMf4dq1a01vUnCNOhEFEUMcIqIx63ez1LSPSQwoLpVK2NnZwdWrV7G8vDy1Y5jHShyicWGw2MzL9jJJkhCJRBCJRLC6uur6Oa2VPJlMBqqqNoU8rQGPmNEzSggzTyFOL63VPLquIxKJ2I8P16gTUVAxxCEiGoNRBxRP6piKxSIURUE2m8Xm5ibOnj2LjY0NT44pKOEIZ+L4A9up2vGG8T6/hxW9Qh5RySOqecR2rVqtZrdEtW7WEr+6/blN05xIO+wssCyr6bHjGnUiCiqe5YmIhuScc6Pruv370w5uROggLk6r1SqSySSOj4+xtLSEeDyOK1eueH7DE6R2qnGFONVqFZZl9bzxIuqFgVazoA96lmUZKysrWFlZcf24M+TRNM3erqVpWlPI0/qr0Wh0XM1Og+EadSLyK4Y4REQDGOdmqXEJh8N2uX4ymUQoFJrogOJhBaUSZ9TjrNVqSCaTSCaTiEQikCSp6d115zvrzmGoDHmasRKHugl6iNNLr5DHMIymkOfk5MQewJxKpfD222+3nWfEr1kYfOwHXKNORF7xz9U9EZGPOVulxrVZalSGYSCdTqNcLuP73/8+9vf3cePGDSwsLHh2TN0EKcRxVlb1wzksWtd17O/v49atWwiFQjAMo2kmg3MYqtucDFVVcfv2bV9tvCHvzXpoMSi/t1NNWjgcxvLycttcszfeeANbW1tYW1trCnnECnVN02AYBkKhkGslz8LCgq/C/yDjGnUimhSepYmIOvDrgOJcLgdFUVAsFrG9vY21tTVcv34dS0tLnhxTv4JyodnvTBzLsnBycgJFUVAoFFyHRbeGQb3eXW80GnjllVewvLxsb7xRVbVprbFbJU80Gg3M40s0Dgy13Ilwq1PI4/w8Z8hTLBZxfHxshzySJLkOXg5qyGOapu+eL5NYo946l4chD9FsCt5ZmIhogpwzblpbpby8ECqVSlAUBel0GqdOncLBwQEeeughSJKEH/7wh4GYNRMUvSqGKpUKFEVBKpXC2toaDg4OcHh4OJbnRyQSgSzL2NraaqsysCyraeONqqooFAr2MFQAiEajriGPaOsKErZTNWNo0YyPhztRZdNLKBTC0tJSx/DfNE3UarWmFerpdBqapkHXdUiShFgs5jp4ORKJjPuPNTLDMALZRjboGnVu2CKaDwxxiGjuic1SpmlC13XcvXsXlmXhgQce8PTiRlVVe0DxwsIC4vE4Ll261HaBHpSBwUHhFuLU63UcHR0hmUwiHA7j4OAA58+f7+umYNCbzU7hhSRJiEajiEajWFtbc/0+jUbDvulSVRUnJydQVRWNRsP+/91CHlmWeSFPgeLHygo/GFebWSgUwuLiYschySLkEaFyuVy220OdIY9bNY8X55ughji9DLNhyy3kqdfr9s8XhjxE/scQh4jmUrcBxZFIBKqqenLh0mg07LBAkiTs7+/jscce6/rOJkOc8QqFQnawl06noSgKNE3D3t7eVGYODVuB4gx51tfX2z5uWRbq9bod8lQqFXutsQh5Wt9Z97J9gpU4zVh50qx1XTTdIwaoT1qvkMeyrKaQx+18E41GXQcvT6JycFZDnF76DXnu3Lljt2e3fj7XqBP5D0McIpor/QwonnYo0hoW7O7u4uGHH+57TSxDnPGxLAuVSgXpdBqpVApbW1u4cOGCa+XLpPQ7k2eYrxuLxRCLxVw/3vrOulv7RGu4I/45jzdH5C2GWu78MvDZeb5wI0JlUTVYrVbtNer1eh0AXCt5hp0BNq8hTi/icTQMA9FotC2w5xp1In9iiENEM6/TgOJOF7qyLA+8nWiYY3IOxd3a2sLFixexuro68NcKWojjx5svVVWhKAqOj48RiUSwsLCARx99dOSboWH+nKISaNr6bZ8QlTyFQqFpEKpz2w1XGk+G3143XvJLWOE3QXlcnKFyt8rB1g1boj3Usiy7kqefQe8McbrTdd214pdr1In8iSEOEc0k0Q6j6/rAm6UmGYqUSiUkk0mk02msr69jf39/5KG4QQpxREDhhws2XddxfHwMRVFgWRbi8TieeOIJVCoVvPvuu57dCPm1jahXyGMYRlPII264NE2zWzw6hTxuj7VfHwev8LFo5pfziN8EJcTppZ+Qp9Ogd+c2P3GO0XXd/vxYLMbnTgtd14cKubhGncgbDHGIaGaI4EZU3QDDbZYadyWOpmlIJpM4OjpCLBZDPB7HhQsXxvauYNBCnH63p0yCZVnIZrNQFAXlchm7u7s4PDxs2tDiVSWMENTwIhwOd912YxiGfbOlaRpyuRxUVUWtVrNDHme4A8AOYWfhpnQceCNzH0Mcd/Pyeuln0Luu6/b5RrSG/uQnP0GtVmsLeZy/YrHYXDyGTpOqVOIadaLJYIhDRIHWbUDxsD/UxxGK6LpuDyg2TRP7+/u4desWotHoSF/XTTgc7vjult+Ew+GJzHvpxbmifXNzEw888ADW19ddnyOTmknTr6CGOL2Ew2EsLy9jeXnZ9eO6rjeFPMViEaVSCa+88gosy4Isy65Dl+flXfVZfE6MgtupqBuxpCASiWBtbc0OhM+cOQPgfsjjbNcSQY8IeWRZdm3XmtWQx6vXE9eoEw2OIQ4RBU634GYcF1bDVuKYpolMJgNFUVCtVl2rPCYhiJU401Cr1ZBMJpFMJhGLxXBwcOC6ot3tGL0Ocbz8/l6RZRkrKytYWVkBAFQqFdy5cweHh4cA0NY6USqVoKpqU+uEW8gzzBBUv5qVP8c4cDsVDcIwjKahvc6Qp9MsutZgOZPJ2Ocgy7Laqgd7tYjScMa1Rl2SpK4tW0RBwhCHiAJDvHM2ieDGaZBQxLIs5PN5JJNJ5HI5bG1t4fz581hdXZ3aRUHQQpxJBhSGYSCVSkFRFDQaDcTj8YEroLwOcbxu5/Krbjdc3eZj1Go1AEA0GnUNeSaxzngS+JxoxnYqGoRhGB03ZXXSGiy3aq3kcWsRbQ13FhcXEYvFfDVkOejnlkGHL4vf4xp1CjKGOETka502S03ynZN+vm65XEYymUQqlcLq6iri8TiuXbvmyQ/6aVa3jGoSAUnrpq/t7W1cuXKl44V3P8c4rovaYZ4Ps9pONahBHod+5mM4N92oqoqTkxN70434/91CHlmWfXMB75fj8IN5mf0yKD5H3E1iFluvkEfMAXOec5LJpD3sXWz0c6vmmWbIM+ubu4YJeVqVSiV7sD/XqJMfMMQhIt8ZZbPUJIn2nKOjI0QiEcTjcZw/f97zix9ZlgMT4oyzaqhSqUBRFKRSKaytrSEej4+86QvwvhKHIc749bvOWLRNVCoVZLNZaJpmhzyxWKxjyDMNfE40YyUODaK1nWoaes0Bc4Y8YqOfCHycIY/br3H+WXRdn/pj4yf9hDxHR0fY3d2FLMtco06+ML+vWCLyFeecG+c8Gq+DG13X7fYcwzCwv7+PmzdvTmRA8bDmqRKn0WjYc27C4TDi8TieeuqpsQZpXs+k8fr7zyNnyOPGNE3UajX7ZqtUKtlDUHVdhyRJbeGO+KfXIe+sYojTjsOeOxt2hfYk9RPyOM87hUIBx8fH0DTNriyKxWKu1TyDhDLzHuL0IkkSdF3v2AbHNerkBb5iicgzk9gsNQ7ih/APfvADVCoV7Ozs4Pr16xMfUDysWZ+JIwZGJxIJaJqGvb093LhxY+D5BpM8xnF/f1Zd+KsiKRQK2aX0bkTIIyp53G62WkOeQdsmGFo0Y2DRji1mnQWxZSgcDmNpaanjtYdpmk2VPMViEalUyjVcbv0ViUTsr8MQp7dGo9H0mDkNs0a914at1moer6+LyX/4iiWiqRN9x5MeUDwIy7JQKBSQTCaRzWbtVaSbm5u+/8EZpBCn32O1LAvFYhGJRMIeGH3hwgXXeSfj5vXft5/CC+pPr5BHvKMuQp58Pm//e+sA1NaQhzfl7sR2ILqPIU5nQQxxegmFQj1DHmclT7lcbqsgjMVidgt7KpXy5SwwPxg16OIadRo3hjhENBVeDCjuR7VateeqLC8vIx6P48qVK3j11VexsrISiB+KQQpxelW5qKpqzx0Sfx9Xr14N9I3JoM8hhjj3zcrj0OsddTEbQwQ7bltuqtUq7ty5g6WlJTvgicVigX5tjIKVSe0Y4nQ2iyFOL/1UENbrdSQSCaiq6joLrHXgu7OSZ95ef5P88457jfrR0RHK5TIeeeSRiR0zeYshDhFNjHh35+TkxL6Y8ENwU6/X7bkqsiwjHo/jiSeeaHqXJRwO2z3Qfhek9hu3EEfXdRwfH0NRFFiWhXg8jscff7xj6fKsY4hzzzzdIPSajaHrOl555RWsrq6iVqshk8nYIY9lWZBl2XXociwWm9nHke1U7SaxgWlWMOBqJ9o8xdD2eDze9PHWge/VatUOmJ0hj9sa9XkMeSZp0A1b3/rWt6AoCkOcGcYQh4jGSgQ3ouoGADKZDKLRaMcblGkwDMMeUNxoNLC3t4dHH320Y0gTpI1PQSKqhizLQjabhaIoKJfL2N3dxeHhoW/nDo1i0IoBDjamVrIsIxQKYXt72/W51Gg0mlYZl0olqKqKer0Oy7IQiURcQ55oNBrYGy3LsnhT3kJUbZG7oD7XJ03Xddefvb0GvouQp3WNuqjksSyrLeQJ4rnHMAzfH2tryJPNZrG9ve3lIdGEMcQhopH1GlAciUQ8CUScQUGpVMLOzg6uXr3aV5gkKnFovOr1OjKZDN59912cOnUKDzzwANbX131/gTSsYarOglRZNUmsSOpfJBJBJBLB6upq28csy2oLeQqFAjRNs0Oe1pYJ8e9+fjed7VTtWG1Cwxh23osz5FlfX2/7uPPc4xz6rmkaarUaALQFzM5WUb+8vnVdD1xlcDabxYULF7w+DJoghjhENJRuwU3rRaQsy6hUKlM7rmKxCEVRkM1msbm5ibNnz2K305PPAAAgAElEQVRjY2OgCwJW4oxPrVaz29csy8Ly8jIee+wx3mx0wPCCOhnmpka0PESjUdfB4M5301VVtd9Nb22ZcAt5vBx+ynaqdgxxaBiT2k7Vz7nHGTCLDVutVYRu7VrTDHm6babyq3Q6jZ2dHa8PgyaIIQ4RDUQEN2KwGtB7s5QsyxOvaqlWq0gmkzg+PsbS0pI9oHjYC9ogVuL46Z1pwzCQTqeRSCTQaDSwv7+PW7duoVAo2DOSyB1DnHv88lyedf28m+6ciyGGn6qq2rThplPIMylsp2rHEMcdz6fdebVivJ+QR9f1tlZRUckj5oG5bfUb59D3IIY4bKeafQxxiKinUTdLTSrEqdfrODo6QjKZRCgUch1QPKygVeKIG38vb3wty0I+n0cikUChUMD29jauXLmClZUV+3N6bacizsRx4s2X93rNxWhdY1wqldrWGLeGO+Kfo8xv8fp850cMcdzxcenOqxCnF9GO36lVFEBbJU8mk7H/3RnyuP3q9zkRxBAnk8lgb2/P68OgCfLfK5aIfMFtQPGwm6XGGeKICg9FUVCr1bC3t4cbN25gYWFhLF9fCIfDaDQaY/2akyRCJy8uVKvVKhKJBFKpFNbW1hCPx3F4eOj6PAlKiONlKBYKhQJXBUbzq581xs6brEKhgOPjY2iaZp+zWkMe8atbyMMQp908rtHuh2EYvgwp/MKvIU4/eoU8zkoeTdPsFeq1Ws0eBO42eNkZ8gQxxCmXy67VTTQ7gvmKJaKJcM65cd5EjroSfNQQx7Is5HI5KIqCYrGI7e1tXL58uanCY9xkWYamaRP7+uMWCoVgGMbULjQajQaOjo6gKArC4TDi8TiefPLJnheC4XA4ECGOCJu8uCFiO9U9fBxmQygUwtLSUsfNc4ZhoFar2e1aYruNpmltN1nOGyyu027HihN3DLe6m+XWRFmWsbKy0vF6Udf1pvNPLpdrOv+IaysRUvcbMnvJOeqAZhdDHKI512uz1DgMG+KUSiUoioJMJoONjQ0cHBzgoYcemsoPpqDNxBGruyfJNE1kMhkoioJqtYr9/f2Bq6DEBZHfMcQhmo5wONwz5HFut8nlclBVFfl8HsVisWm7jTPkGedMjKBgiOOOIQ51IssyZFnuuLXUMAz893//t31+yufz9rlIvN7cBi97GfKIgJshzmxjiEM0p5ytUv0OKB7WIAGDqqr2gOKFhQXE43FcunRp6hemQZuJM6kQp3Xb1+nTp3H+/Hmsrq4OdYEQpHYqr46TIQ7RfeFwGMvLy203Wa+//jrOnTuHWCzWFPJkMhmoqto0+NRt6LKfVhiPi2magW2LmSSGODQs8bw5ffq0a8uWqCQU5yC3dtHWwe/i16Req7lcDqdOnZrI1yb/4JmeaI6MOqB4WL2+dqPRwPHxMRRFAQDE43E89thjnvYgz3sljqZpUBQFR0dHWFpawsHBwUjbvoQgtVN5FaRwsPE9DLOoG/EueK92CefgU7HdpnWFsVvIE41GAxfysMXMna7rDHE6ME0zcM/zadN1veP1aK9KwtaZYMViEalUCqqqwjCMpsHvrdU8w4Y8mUyGm6nmAEMcohknBhTruj7V4KYX0zTtAcWapmF3dxcPP/xwx+GY0zaPlTi6rtthmmVZiMfjePzxx8capgWtncqr783wgqi7fgcbdxt8allWW8hTKBSgaZod8kSjUdeQJxKJ+O7m16sWUL9jJU5nQR5qPC2jDDbuNROsn+1+sVjMdfC7LMuu56B0Oo2tra2hjpeCg69aohk0zs1S42SaJvL5PBRFQaFQwNbWFi5evNhxq4CXgliJM0zoIIZGJxIJlEol7O7u4vDwsOMFx6iC0k7l5XGyAuU+Pg7UyTi2U0mShGg0img06rrJxbIs1Ot1O+BRVRUnJydQVRWNRsP+/zuFPNPGmTjuGOJ0xhCnt0mGo/1s96vX63a7aLlctteoi3PQ888/j42NDTzwwAM4d+4cMpkMlpeXBz5HPvPMM/jqV7+KnZ0dvPbaa20f//u//3s8//zzsCwLq6ur+Mu//EvcuHEDAHDu3Dmsrq4iHA5DlmV897vfHe4Bob7xVUs0I6YxoHhY5XIZ9Xod//Zv/4aNjQ3s7+93XEHtF+Nciz4Ng4ZO5XIZiUTCHhp99uxZbGxsTPzvJCghDmfieM/P5wfy3jQCC/EueCwWw/r6etvHRcgjbrAqlQqy2SxUVW16F90t5JnEjTNDHHcMcTpjiONvzsHJbizLwvPPP4+33noLt2/fxo9//GP86Ec/wvHxMb75zW9CkiTs7e3h3Llz9q/3vOc9OHfuHLa3t5t+zn7sYx/Dpz71KXz0ox91/V4PPvgg/vVf/xWnTp3CCy+8gI9//ON46aWX7I9/61vfYgXQFPFVSxRg3YIbry/kNE1DMpnE0dERYrEYotEobty40XEDgN8EraWln0qcer0ORVGQTCYRi8U8GRodlBvzcf79D/pnZohD1Ns4KnFG5Qx53PTTKtEa7oyy2YYhjjvDMDydsednDHG68/vPYkmScOHCBVy4cMH+vc997nO4efMmfu3Xfg2maeLo6Ah37tzBnTt38Oabb+Kb3/wm7ty5gw9/+MP4xCc+Yf9/73//+3Hnzp2O3+tnf/Zn7X9/6qmncPfu3Yn8mag/fNUSBVCnAcVeX7w5Z6qYpon9/X3cunUL0WgUP/jBD3z/wzDIwuEwGo1G2+8bhoF0Oo1EIoFGo9H0d0KdjaNiyLIs5PN5HB8fIxqN9n2DFpRqpUljmEXd+CHE6aWfVgnn0FO3zTatIY/45XYOYYjjjpU4nTHE6S6Ij08mk8HOzg6Ae+egeDyOeDzeFMKM6ktf+hJ++Zd/2f5vSZLwC7/wC5AkCZ/4xCfw8Y9/fGzfi9wF61lJNMdEcJPP5yFJEpaWlnwz5yaTyUBRFFSr1Y4zVYLWnhQ04XAYtVoNwP3wQFEU5PN5bG9v48qVKx23t1C7UYIU52av5eVlbG5uQtd1FAoFHB0dQdM0u8fe7R14wP/v/hF5bRa26vQaeirWF4t2rZOTEzvwcZ5DxPlDbN1aXFxkmOMwsyGOZSGU/B5ClRTM5R2Y+zeBAV8TQQwppmmUocZeyWazE91O9a1vfQtf+tKX8O1vf9v+vW9/+9s4ODhAKpXC008/jatXr+L973//xI6BGOIQ+ZrbgOJsNmuvVPXyuPL5PJLJJHK5HLa2tnD+/Hmsrq52vKiWZdm1UoTGIxQKQdM0vPnmmzg+Psbq6ioODg5w/fr1wN/oeGHQmTiGYSCVSiGRSMAwDHuzlyzLqNfrrn8Huq43bcURbRbVatUeptoa8CwuLvpyKw6RF2b9ddBrfbFhGPb5Q2zUeuedd9BoNOyQp/UcsrCwgFgsNlchzyyGOOGf/gsWvvEspFrxXnBjWbBia9Ce/gKM8x/o++vous7K3C6CGOI4K3HG7Yc//CF++7d/Gy+88AJOnz5t//7BwQEAYGdnBx/60Ifw8ssvM8SZMIY4RD7jnHPjrFwRFTeRSMSzMKRcLiOZTCKVSmF1dRXxeBzXrl3re81rEFZLO4kbeT9f7DYaDRwdHdkX7pcvX8aTTz7Jd9ZG1M9MHMuyUCgUkEgkcHJygp2dHVy7dq1t7pNoC2p9nYgwtjWQrVQquH37Ni5fvtx1K07r2tFJDkz1AtupqJdZD3F6CYfDWF5ets85qVQKh4eH9jlABMUi5MlkMlBVFbVaDZZlQZZl16HLsVhsph7bWQtxwj/9Fyx+5ROQdK3p96VGBYtf+QTUX/2rvoMcXdcnto1yFjQajcD9TC0UCjh16tTYv+4777yDD3/4w/i7v/s7XL582f79SqUC0zSxurqKSqWCr3/96/jMZz4z9u9PzYL1rCSaUYNslopEIqhWq1M7tlqtZg8ojkQiiMfjOH/+/MAXREGsxBEtYH57l6q1hW1/fx+XLl1COp1GPB73+vD64vd5Ft3aqVrbpcZd8STCi16rj51tFqVSCalUqm2Whtu78H4OJYloeK1vOnQKioVGo9EU8pRKJbsly7IsRCIR15AnGo36+vzdyjCMwN2Id2RZWPjGH7QFOIKka1j4xrOofPzlvlqrdF2fqYBr3IJWiSPuJ4b5Of+Rj3wEL774IjKZDM6cOYPPfvaz9nX7Jz/5SfzJn/wJstksfvd3fxcA7FXix8fH+NCHPgTg3vPpN37jN/BLv/RL4/tDkasZOaMRBZOzVarfzVLTqMTRdR2pVAqKosAwDOzt7eHmzZsjhRmyLNszW4IiHA77pnrIsiwUi0UoioJsNovTp083tbCVSiXfHGsvIiDx84Vja4jTqV1qEhd3/VQBObfauBFtFuIGLZfL2Tdq4h14cVPmDHr8dHPml+MgCopBw/FIJIJIJILV1VXXryVCHnEeKRQKdsgDANFo1DUo9lvL5yxV4oSS34NUK3X9HKlWROjo1XszcnrQdT1QIcW0Be3xEbPChnn9ffnLX+768S9+8Yv44he/2Pb758+fxw9+8IOBvx+NhiEO0ZR12izV70l3UgOCTdNENpuFoiioVCrY2dnB9evXx1ZmK8syKpXKWL7WtPhhGLOz6mNpaQnxeBxXrlxpC/r8FDj1EoQQR5Ike5B4r3apSXzvUduIWtssWrW+A18oFKBpmh20dmrVCtLFLNE8GmdFYK9qQDG7S1VVVKtVOywWLZ/OkMfL84ioTpwFoUqqd4WNJCFUPkY/U91YidNdo9HouF3Oj05OTibSSkX+wxCHaArEgGJd14cKbpzGWYnjVt1x7tw5rK2tjf1dND8EIoPyKhgRlVCJRAKmafZV9RGkEEccq18DAU3TkMvl7L7yaQ+InsYsmF7vwNfrdTvgqVQqyGazUFUVuq43VQE5K3l6rU4notkh5nLFYjGsr6+3fbyf80gsFnMNecbd+jRse4kfmcs7QK+fD5YFc2W3r68XtEqTaQtaO1Umk5noZiryD4Y4RBPitllqHCvBxxHiVKtVKIqCVCqF5eXljtUd4xTEEGeax2xZFnK5HBKJBEqlUsdV7Z0EKcQZZX33pLS2Sy0tLeHs2bO4cOHC1I/F64G+zpszN6ZpNrVY5PN5+0at0+r0xcXFmRuWSkSd9XMeqdVq9rmkVCrZG/qcYbFbyDPPYbG5fxNWbBVSo3NlsxVbg7n3aF9fb5ZazSYhaCFOOp3G1taW14dBU8AQh2iMBhlQPKxwODzUDXC9XrcHFIfDYcTjcTzxxBNTG/YXxBBnGsFIuVyGoihIp9PY2NjA2bNnsbGxMfDzhSHO4Lptl0omk9A098GRgxo0lBl0vfm0hUKhrmuPWzfiiBszsRHHOSzVWcnjtzkaRDQ5oVDIfv27cYbFouXz+Pi4bXh7a9Az8yGPJEF7+nnX7VQAYMkL0J7+Ql9Dje9/SZ53OwlaiJPNZlmJMycY4hCNqFtw43X5rqguUBQFjUYDe3t7eO9739vxnbFJikQigQtxJhU8iUAtmUwiGo0iHo/jwoULI114BukibNggclz62S7lZZDSz2BjP+u2Ecc5LLWf1em6rqNcLs/U6nQi6q1XWGwYRtOGvpOTEzvwcVYELiwsoF6vI5fLzcyGPuP8B6D+6l9h4RvPQqoV7wU2lgUrtgbt6S/0vV6cetN1PVA/e9hONT+C86wk8plOA4q9vjiwLMseUFwqlbCzs4MrV650XDE6LeFwOHAhzjirW0zTtAO1er2O/f39kTd+BVUoFJp61ZBhGEin00gkEtB1veecIS+rhbxup5qkfoalihszVVVhGAbefvttrk4n6sHP1XuTEA6He4Y8mqahWq3i+PjYHrpcq9Vgmqa9oa/1PBKLxQJxLjHOfwCVj7+M0NGr94YYr+zea6Ea4A2dWf05M25BepMsm83i4Ycf9vowaAoY4hANYJwDikchboJF5YZlWSiVSlAUBZlMBpubm0O35UxKEKsLZFmGqqpD//+WZSGfz0NRFOTzeWxtbeHy5cueB2pem1ZAIgZ3JxIJ5HK5gQJNr0OceeUcmnzq1CkkEgkcHh7aH29dnZ7NZu3/FqvTWwMev61Op9EF7WfJNPh949+0iQ19YkPWxYsXmz7e2vaZyWTskKf1XOI8n/hqtpckwdy/2dcWKjemaQYisKL+pdNpVuLMCYY4RD1MakDxKMRw41qthmQyiePjY3v99OXLl/lDeUyGrcQRg6OPj4+xuro69e1GfjfpdipN0+x2NdEude3atYEe/yCGjvOAq9MJuHfzyfNpM96Qu+s0uLdb2yfQfi4plUpQVRX1er1ttpfzXBKkwDhorULTFsTzDNup5gdfuUQupjGgeFj1eh21Wg3f+973EIlEpj6geJ4MMhOn0Wjg6OgIiqIgFArh4OAATz755NT/XizL8vw52ssk2qkGbZfqxe/DhcndoKvTM5lMx204XJ3uX7O0MnpcGOK4G3b7Uq9ziQh5RNBTKBTskAeAXQHUei7x0wB3hjjdBW2oMXCvnWp3t7/18hRsfOUS/Q+/DyhOp9NQFAW1Wg2hUAgPPvhg4E7U4sbY68ezX70qcUzTRDabRSKRQLVaxd7eHm7cuIGFhYUpHuV9ogXI7zec42pVGqVdalrHCMx3e5SfjHN1uvPmzFftFXMiCGH1tAXpZ+s0TWKFdj+zver1un0uqVar9kweMcDdGfJ4VRXIEKe7IIY4+Xwem5ubXh8GTQFfuTT3LMuCruu+C24sy0Iul0MymUShUMD29jYuXbqE1dVVvPHGG4G8gBWVLUEZ5utWiSPmDyUSCWSzWZw+fRoPPvgg1tbWPP87EaGT30OcUdupnO1SS0tLOHPmzMDtUr34ZQ06TQ9XpwcHQ5x2DHHcefEz0RkYr6+vt31cDHAX55NKpYJsNgtVVe2qwFgs5hryjDN0YYjTXdBCHPFmtN+vAWk8+MqluSTeJTEMw74Q9HrOjeAcULy+vo54PI7Dw8Om4xIzcYImaCGOsxKnNTiIx+O4cuWKry6ax7lNa5KGaacS271Eu9T+/v5I7VL9HCNn4pDTOFenO8Oefi64+VxsxsCiXRACfC/48XFxDnDf2Nho+7hpmnbII+bxiNDYrfXT+e+D/FkZ4nQXxBAHYPXvvOArl+ZG62apu3fvwrIsPPDAA56f8FRVtQcULywsIB6P49KlSx0vUmVZDmSIE4lEArVmXJIkVCoV/Md//AdM0xx5zsqkBSnE6ef529outb29PbZ2qV7GPROHlQOzrVd7hfOmTFVVFItFHB8fD7Q6nc+f+/h6asdgy51hGIELKkKhkB32unG2fooB7k3nE0nCVu0Ols0yQuv7wMFjWFxaQiwWawp5GOJ0F7QQp1AouFZ+0WziK5dmmnPOjTM8EO+Klkolzy4EG40Gjo+PoSgKACAej+Oxxx7r6wdGJBKBpmmTPsSxC0L4JNrYFEVBsViEYRg4PDzs2GLhJ0EJcXq1U9VqNSiKYlc9DbNdalRsp6Jxct6UnTp1qu3jYnW6aNVyW52uqipu377dVMkTpE0448QQpx1DHHd+rMQZVbfWz/BP/wUL33gWqBUASLAsE4a8greu/x6OVh9pmu9Vq9WwtLSEXC7XFhrTvev0IFz7CZlMBltbW14fBk0JQxyaOf1ulvKiJck0TXtAsaZp2N3dxcMPP9zx3ZZOgt5O5UflchmKoiCdTmN9fR1nzpzBxsYG/v3f/z0wP8SDEuK4tVNNu12qn2NkiEPT0mt1eq1Ww/e//30sLy/b77w7N+G4rU5fXFyc2XfZGVi042PizjCMQFVTjCL803/B4lc+AUlvfpMvrKu4+sPP4T2/+lcwzn/ADo1/+tOfQpIke+hyrVaDaZqQZbmtTWthYQGxWGyunmONRiNQ51CGOPMlOM9Moh5M0xxos1Q0GrUvgCfJsizk83koioJ8Po+trS1cvHjRdW1lvxjijEe9Xrfn3EQiERwcHODChQuBfdcuSCGOaZqetkv1c4zjmkPCigEalSzLkGUZOzs7bR9zrk4XQ1JnfXU6K3HaibY8aqbrumcbI6fKsrDwjT9oC3AESdew8I1nUfn4y3ZoHI1Gsbe319aC0zrEPZPJ2CGPqAx0O5/M2qa+oLVTpdNpbG9ve30YNCUMcSjQnBU34l3zfjdLTToIaa3s2N/fx/Xr18fyA44hzvBExYdY176/v49HH32049rhIBl169O06LqOfD5vVzl50S7Vix8qcXijSv1wbsLpNCS11+r01hsyv69O52ujnfi7pGaz2E7lJpT8HqRaqevnSLUiQkevwty/CaDzTJxuQ9wBNA1x1zQNxWLRrgxs3dTnPK8M0v5pWRbqr70GM5NBaGsL0YcemvprXtf1QIU4mUzGNein2cQQhwKndUAxMNxmqUkEIWKD0dHREWKxGOLx+EQqO/wQhgxDlmXUarWpf1/LslAoFJBIJHByctK0rr3f/z8INwx+rsRxtktpmoZwOOzrIdHjHmw8zPcPyvOOJm+U58Isrk5n61A7Pibu5ibEqaSAXq9HSUKofAzxk23YwcaRSASRSMT1Gsq5qU+cV1rbP6PRqGsljzinqN/5DvKf+zzMcvnen8k0EVpdxcZzf4jF971v4OMdVtAqcTKZDK5fv+71YdCUMMShQBDBjai6AUZfCT6udgld1+0BxaZpYn9/H7du3ZroGm0/36x3M+3wqVqtQlEUpFIprKysIB6PD1wNJR7rIPRFD7O6e5I6tUsBwFtvveXriyOvwxMR4hBNWj+r00XA02l1ulslzyRvnBlwthOzTKjZvIQ45vIO0OtnhmXBXNm1/3MS26l6beoT7Z/ifFKtVu2ZPI1GAwuvv45T/88XIbW8yWqoKnJ/8Cw2n//C1IKcoD13stks26nmCM/25Fv9Dij2gmmayGQyUBQF1WoVu7u7U91g5PWff1jTWDHu3PolSRLi8TieeOKJoS9UZFkOTIgjy/JU5jz14rZd6urVq/a7xNVq1fNWJb9jiENOXoUWzhsyt9W1g6xOb23VGqVqhCFOO1biuAvajfiwzP2bsGKrkBqVjp9jxdZg7j16///x4DnjbP9sPadYloXkH38WZocqeatWQ+qPP4vC//V/YnFpqa1dKwjXaZOUyWQY4syR+X62k+90C24m8YNGtEz087XFgOJkMolcLoetrS08+OCDWFtb48Vkn8Lh8ERm+ZimiWw2i0QigWq1ir29PTzyyCNjGWYYDoeh63ogZuZ4WYnjbJdqNBqIx+Md26WCWkk2TQxxKAjGsTrdrVWr1+wMBhbtONjY3byEOJAkaE8/77qdCgAseQHa019oa7ny0/Vr/bXXYFU6h1AAINdqOKfrMLa2oGkaSqUS0uk0VFWFYRhtg9yd/z7I8yCIQXE2m+VMnDnCEId8QQQ3uq5PPLhxEnNxut2gVyoVuyVndXUV8XjcF0NYBwmg/CISiYz15r1YLEJRFGQyGZw+fXoioZqoxAmCaYcjw26X8sPQ4Gka5vnIEIdaef0zZxi9Vqc7B6S6zc5wrk53hj1BvMGatKBdD0zL3IQ4AIzzH4D6q3+FhW88C6lWvBfYWBas2Bq0p78A4/wHvD7ErsxMpvdcn1AIkWIRay6hMdA8yF3TNBQKBdfqQLdB7s7nia7rgXveiDeYaT4wxCHPdNosNc12KbFmvDXEqdVq9oDiSCSCeDyO8+fP++qE3k8A5TeyLI9cieMcHr24uIh4PI7Lly9P7OJVVOIEwbRCHNEuJf4OWtulegnKFi0vzVvQRd3NaqDXa0Cqc3V6uVy2hy6LSp5yuTxTq9NHwe1U7uYt3DLOfwCVj7+M0NGr94YYr+zea6Fqua724zkltLUF9Pq5Z5kIdWkZ6jXIXVQHil8nJydIJpNN2/pEa5au68jlcvZ5xc/PI3FPNe8tZfOEf9M0VZMYUDwK54YqXdft1dOGYWBvbw83b96c6IDiUQQxxBn2xtQwDHvOjWEYiMfjeOyxx6YyGJeVOPe4tUsN+3fg9eanIGAlDrWat8qTbqvTj46OUKvVsL293TRwWdyYBXV1+ijmLawYxCz+fXclSTD3b6LbT9lJDDUeVfShhyCtrsBS1Y6fE1pZRfTwcOjv0as6UIQ82WwW5XLZtQW0tZJnYWFh5Dlfo3J2MdB88Nerl2aSc86Ns6LBDwOKZVlGNpvFu+++i0qlgp2dHVy7dq3jyd1PJrEifdIG+fu2LAu5XA6KoqBYLHr2dzPPlTjDtkv14vXrPggY4pATnwvNLMsaanW6aNVyrk5vDXq8XJ0+CoY4NAg/hjiSJOHUc88h9wfPwqrV2j8ei2HjuT+c6OtThDyapqHRaODChQtNH289r2QyGaiqilqt5jrnS/yz15yvUZVKJddtYDS7/PXqpZnh581S4sZUtIMsLy/jypUrgRtQPO113dNSLpehKArS6TTW19dx5swZbGxsePZ3E7RKnHFUuIzaLjVLvNwKxBt3cgrSz6dJ6+d1Oejq9FwuZ9+4ebU6fRQMcfzLsizUX3sNZiaD0NbWvYoTj1/PfgxxAGDxfe/D5vNfQP5zn4dZLgFS6F4L1coqNp77w6mtF280Gq6Vxr3OK60hT7FYdA2PW6t5Rg15MpkM5+HMGf+9einQnK1S0xxQ3I9qtWoPKF5eXkY8Hsf6+jo0TXNdnep3QazEEVovwOv1OpLJJJLJpD2D6MKFC764WJ7URq1JGKVqyK1d6tatW75tJ5wGEaSM42J70K/BljNyYqDXzDTNkV6X41id3qlVy6vrnXka4NsvP7xu1O98538CifK9uTSmidDqdAMJN34NcYB7Qc7CV7+C+uuvw0ynEdreRvTwcKrBV6cQpxtJknrO+XIOcxeDl92Gube2a/WqEGSIM3/8+eqlQPHDgOJO6vU6jo6OkEwmEQ6HEY/H8cQTT9g/uLLZLIrFoqfHOKyghjii5ScUCiGdTiORSKBWq2F/fx+PPvqo72b8yLIMTWtf1+lHg1biWJaFUqmERCKBbDY7tnapWREKhcnzaIUAACAASURBVDy7CfDye5M/ef3z1E8sy5poYOHV6vRRsBKnndfDntXvfMe1NchQVeT+4FlsPv8Fz4IcP4c4wP/MxHroIc++f6PRwOLi4li/pjM8dmt9EsPcxbmlWq0il8tBVVW7QjAajWJxcREvvPACTp8+jQsXLuDSpUtIp9PY7jLwuZNnnnkGX/3qV7Gzs4PXXnvN9Zh+//d/H1/72tewtLSEv/mbv8HNmzcBAH/7t3+LP/3TPwUA/NEf/RF+8zd/c+DvT8Pz76uXfE0MKC4Wi6jX63Yrkh+CG8Mw7AHFjUYDe3t7eO973+saDgQ1CAHuHXtQwgVB3JT+53/+J4rFIra3t3Hp0iXXdyz8IkgzcUKhUF+tX2L7WjKZtNulrly5whuAFmIQ96g3AZqmIZ/PY2lpqe8NF2ynIic+F5p5vWK823BU0VLhbNVye7fdrZJnlJtqhjjtvKxOsiwLJ5/7nOtsFwCwajXkP/d5LHz1K548l/0e4nhtmEqcUTmHubtVCFqWZVcIrqys4LXXXsPXvvY1JBIJnJycQNd1/PjHP8a5c+fw4IMPNv2z03X2xz72MXzqU5/CRz/6UdePv/DCC3jjjTfwxhtv4KWXXsLv/M7v4KWXXkIul8NnP/tZfPe734UkSbh16xY++MEPuobeNBl89VLf3DZLVSoV5HK5ts0RXhxbNpuFoigolUrY2dnpq6IgyCFOkGbiqKoKRVFwfHxst+o8/PDDngd+/QjSTJxuj6dpmnblU71e90W7lNc3Yr2M0tLkbE/TdR0rKys4OjqyN+eId+pb360XJdMMcYg683Ng4Wyp6PZuu9vqdF3XEQqF2kIe8e/d/syjtpjNIl3XPQtx6q+9Bqtc6fo5ZrmE+uuve1JxwhCnOy9CnF4kSbLbq37rt36r6WN/9md/hgcffBA/93M/hzt37uD27dt45ZVX8A//8A+4c+cOyuUyIpEInn32WXzoQx+y/7/3v//9uHPnTsfv+U//9E/46Ec/CkmS8NRTTyGfzyOZTOLFF1/E008/jc3NTQDA008/jX/+53/GRz7ykYn82akdX73UVa8BxbFYzH5nyYtjK5VKUBQFmUwGm5ubOHv27EBDcKPRqGfHPyq/B1C6ruPo6AiKokCSJLuV7Sc/+QlWVlYCc7EZpEqcVm7tUn6pfBpXlcskiWMchHi8M5mM3Z62vLyMer3e9Jx39sWrqop8Pg9N0+zP03UdtVoN5XK5qS/ez48XTY7fA89pC/Lj0W11OnAvjHG2ap2cnCCZTPZcnR7kx2RSvKzEMTOZezNwupFCMNPp6RxQC13XsbCw4Mn3DgI/hjjdZLNZ/MzP/AzOnTuHc+fO4ed//ufbPqderw9835BIJHD27Fn7v8+cOYNEItHx92l6GOJQR7quQ9f1rgOKvQhBnFUdS0tLiMfjuHz58lDvyo1rm48X/BjimKZpV0RVKhXs7e3h4YcfbuorDlIFERCsShwhCO1S4rXn51Ci37k0jUYDR0dHSCQSiEajOHPmTNM5ye1rdBt+aJom3njjDfud93w+b9/QiSoe5zv005i3QeQnsxxYDLI6XVVVlEol+99ffvllRKPRtgoe0ao1q49ZJ16GOKGtLaDX9aVlIjTEHJNxYCVOd0F7fPqZiSPm8dBsCM6zkzzT7cZvWiFOvV7H8fExFEVBKBTC/v5+04DieeSnEMdZfbC5uYlz5851XNketBAnKJU4ol2qWq3i1Vdf9UW7VDdifo+f3+nqVoljWRZyuRwSiQTK5fJYB3OHQiFEIhEsLy+7bptwm7ehaRpqtZr9Lr9byOPnwIy6m+XQYhjz3DrUacXxyy+/jMcff9xenS4Go4qhy0FdnT4KL0Oc6EMPQVpdgaWqHT8ntLKK6OHhFI/qvqCFFF4I0jkmk8lgd3d37F/34OAA7777rv3fd+/excHBAQ4ODvDiiy82/b5b9Q9NDl+91FE/Q4onuUHFMAyk02koioJarYa9vT3cuHFjIuWfQbxAFluevKJpGpLJJI6OjrCwsICDg4O+KqKCFuL4/XiLxWJTu1QsFsOTTz7p++fzMK1K0+Y2E0fTNCQSCRwdHWF9fX3gFs5Bvnenc6ssy1hdXe24wrRWq9khT+tq5HA43BbwLC4u+rqKJ4jnZ5osy7J8VVnoF4OuTi8UCr5fnT4KL0McSZJw6rnnXLdTAYAUi2HjuT/07NzGEGe2nJycTGTF+Ac/+EH8+Z//OX79138dL730EtbX17G/v49f/MVfxHPPPYeTkxMAwNe//nV8/vOfH/v3p8746qWOvPjBIt7dTiaTKBQKU5nhIW7S/VwR4MaLvx/DMOyKKMMwsL+/j8cee2ygx06WZdQ6bGvwIz+uena2S4kATbRL5fN5GIbh+4uzIIQ44hjFkOK7d+/CMAwcHBzgySefnOhjPOxgY+fgQzeGYTRV8aRSKXtrjmVZHQeq+v35NOsYZDXj4zGcca1Obw16/BoCjyPEsSwL36/UkG7o2I7IeO9yrO8/6+L73ofN57+A/Oc+D7NcAqTQvRaqlVVsPPeHnq0XBxjidBO0Sj+xEW+YyuuPfOQjePHFF5HJZHDmzBl89rOftav8P/nJT+JXfuVX8LWvfQ0XL17E0tIS/vqv/xoAsLm5iU9/+tN4/PHHAQCf+cxn7CHHNB189dLIRFvEKD8onQOK19fXEY/HcXh4OJWTqGgJC1qIMy2WZeHk5ASJRALFYhE7Ozu4du2a62rVfsiyjEql+8YGate6XWp/f9+1XUpUaPn94szrSrJ+6LqO27dvo1KpjPy8H9SkQq5wOOzaigF03pqjqqrru/TiVyzW/00N0TiwEqfZuG46R1mdLqqAxr06fRSjXpu+mK/g02+nUTRMhACYANbCIfwf79nGz2/097Ng8X3vw8JXv4L666/DTKcR2t5GdErXt914ubnL74I21FgY5jn15S9/uefX/Iu/+AvXjz3zzDN45plnBv6eNB7+vsonTw264ck5vLYfre048Xgcly5dmvqFmZ9mywxKtHtM4jGrVCpQFAWpVArr6+s4ODjAQw89NPKFRyQS8XV7kt8426W2trZ6VqYFIRwB/FuJ02g0kEwmkUgk0Gg0cHBwgBs3bkz9vOTFivFeW3Na36XPZDJQVRW1Wg2WZbXdwIlfo9zAicfB6xseP+BjcF/Q3imftGmsXO9ndbqzVat1dbqoEnSr5JnUsY8yd+3FfAW/99YxtJbzcNU08HtvHeP/vrDbd5AjSZIna8R7YRDqLmghTqVS6TgInWYXQxwa2SAhTqPRsNtxAAzVjjNuQV4zLlrBxjW8tl6v22vBI5EI4vE4zp8/P9Z3a2RZDmxoNi31eh2Kori2S/XCEGdwoo3z7t27qFQq9lDoO3fuYG1tzZMLXS9CnF56vUvvHKhaqVSQzWahqip0XUcoFGp7dz7IszamzW/PBa8x2Gs2jRCnF2cr5zhWp4t/H6XSb9hKHMuy8Edvp9sCHEGzLHz67TT+9/oSn4czKGghTjqdnsg8HPI3hjjU0aCVOJ2INhBFUaBpGnZ3d9vWTnspyJU44thHCXFa/37GuWXHjd8HBbuZZMWT0G+7VC9idbff+SFsUlUViUQCx8fH2NjYaNuq5mXQ5McQp5t+Bqo61yLncjn7Zs6yLEQiEdcqHsuyAvU40HSwEqeZCEH8rJ/V6c5WLbE6XczQ69aq1em5MGyI8/1KDSWj+7m/aJj4QaWG966Mf9kGeavRaPi+Jd1JVGrTfAnOM5Q80c+NhFuIY1kW8vk8FEVBPp/H1tYWLl68ONEBxcOahRBnUJZloVAoQFEU5HI5bG9vT+3vJ4ghzrgrnpwGbZfqxQ/hSD+8CkgMw7CHFAP31mc+9dRTrhf6Xg61dtuMFWTdbuCcszbEr5OTE7ui53vf+97U2zD8hpUnzTgTp5kfKnFG1Wvr3qCr0xcXF4e+GU83dPR6NEMAUo1gXcsIhmHwfNJF0CpxUqkUtre3vT4MmjKGONRVvyGOeKekXC5DURSk02msra0hHo/j+vXrvv5hEY1GAztod9AQR1VVKIqC4+NjLC8v4+DgANeuXZvq308QQ5xxByOjtEv1whDHXaFQQCKRwMnJCXZ2dnB4eNizh9zrSpxZCnG66TZr45VXXsEjjzzSFPK0tmG4bcxZXFxEJBLx9c+eQc3Sn2VUDLWazUKI002/q9NFJY9YnZ7L5VAsFu1zRL+r07cjMnqdfU0AO5Fg3kaNMitoHjQaDd90C/Qjm81iZ2fH68OgKQvm2Yd8J51O4+joCLFYDPF4HBcuXPB9aa8Q9EqcXoGIruv2nBtJkrC/v48nnnjCs1LRIF54jyN4crZL1Wo1e+7KuKt7xLY4v5tG2FSv15FMJqEoChYXFwcOLccZpAz6vPfjansvSJIESZLsYMZNo9FoatVq3Zgj3qFvvYkLys8ogDNxWjHEaTbLIY5lWTCUKqxSA9JqBOF4+xwa5+p0px/+8Ie4cuUKZFluW53uHMoeiUSazg0PLixgNRRC1ez8M2otHMKN5cm0nU9ao9EI1Plv2nRdD1TIlclkcO7cOa8Pg6aMIQ511ekiSdd1e0CxKGWdxA3pNAR9sLFbAGVZFjKZDBRFQaVS8d0coqAZJXAYd7tUL0GqxJnEcYrnfiKRgKqqQ88WEsfImTj+J6p4OrVhaJrWtBL56OiobZiq89fCwgKi0ajvQgK/HY+XZjm0GMaoq7T9qvFmEerX3oVV+5+fFRYgLYSx+CtnEbnYviGrlVijPczq9GfMOv7MWkTd5XUXk4A/Pns6sK9JVuJ0F7R2qkwmg8cff9zrw6ApY4hDfTNN0w4GqtUqdnd3cXh4iFAohNdffz2QAQ4Q/EocZytYqVRCIpFAJpPB5uZm26BWGs6glTiTbJfqJUghzjhfd9VqFYlEAqlUCqdOncKDDz448nN/nMc4aOUAQ5zxcFbxnDp1qu3juq63VfFomoZarWZX8bjN45n2DTOfC81YidNsFkOtxptFVP/xNqA3P/ethonqP97G0v960A5yLMtC5p0K1GIDi2sRbD2wDEmS+gq3OrVzXgFwPl/Bp99Oo2iYkCwLJoBlCfidSAMbt3+Cl9807M17ra1afp7ZxUqc7oIW4mSzWc7EmUMMcagnMaA4l8vh9OnTbTdHpmkGtpIFCOaMFiESiUBVVdy+fRtHR0dYWFhAPB7H5cuXfXvxAExn29M49ROMTKtdqpdwOGzPqPKzcYRNhmHg+PgYd+/ehSRJXYcUD4ODjb036TBLlmWsrKxgZWWl7WOWZTXN2SgWizg+PoamafbNYes2rcXFRV9W8cwahjjNgvTztB+WZUH92rttAY5Nv/dx+feuI/HjAv6/f7yDumpAkgDLAqKLYTz1v84BGK2C7ec3lvG/15fwg0oNqYaOnYiMG8vNK8/7XZ3eGvCMsjp9VIZhBGr70rQFLcTJZDKciTOH+AqmrjKZDN59913E4/GOsySCPrshiBeCYsPO22+/jWq1iosXLwaqnU3M8gnK8XYL+kqlEu7evTu1dqleglSJM0xIYVkWisUi7t69i3w+j93dXTz00EM9hxQPY1xBipjrMsiNZ9DPq7NAkiT7HXY3hmE0tWCkUil7Fo9lWW1VPOLmbZibJ4YWzWYttBjVrD0ehlK930LVgVUzkPy3FP71/30XRqP5XKnXTfzr372J+FOjH4skSV3XiA+7Ol2cJ4ZZnT4qXdcZ4nQhwregEFtmab7wFUxd7ezsuJaguwn6Rabfj9+yLJycnEBRFBQKBezs7ODSpUt455138MADD3h9eAMRs3yCEuK0BiNetkv1MqshjnjMFUWxN6tNevMdZ+L4g18fh3A43LWKp16v221a5XIZ6XQaqqrCMAx7EGtryOPlu/NBw8fpPvGcmhVWqb821je+lWwLcASjYSH5XcD6VW+v7ca1On2cg9mD9CYadSd+1nR6s4FmF0Mc6qrfH3zixjGoyb6fj79SqUBRFKRSKayvryMej+Pw8BCSJKHRaARynk/QWthkWUa1WkUqlUIikYCmaZ61S/USlBAnHA73DEhM00Q2m8X/z96bR7lx3fee3wKqsPS+LwBIis0mW2STkiiRIkVvshxGCc9IJ2+U58ix/fxG0bHHx1acxPNkTRTrxHJkLS95fomVZDzxzDhR4ugk0SiW8mTZTLyOGEuWSVoLZUtUUyKxNZZGY60q1HLnD6iKWAprA6iq7vs5p49aBBq4KNR2v/f7+/6CwSAEQYDf78fhw4f7ZnOmIo752HWirk2+3G43xsbGah5XFKWiBCORSFR0y6lenddW7SkUIzabE4cZ5oAmuztRCfJN3DqKBCQu5TG9vVZotQKdtk7neV53i5Tn8ZSXajXaH2RZ7ol7dTNgx/Os1RehKb3BejNWii3ROjxZUQRpBS3c2CrjLxaLiEajiEQiYFkWPp8PCwsLNSsvdhNDNOw07mw2i0gkgvX1dfh8PiwuLppaLtUMu4g4jbpT5fN5PaR4cnISu3btqgic7BdUxKH0imbdcqpX59fX15HP57G+vq4HqVY7eZpN3CibF1VVLbegsBGcvgEwHieIVP/8S1gH0k1OkQwAPm2/hS6Neq3TNcrFYJ7na8Tg6tbp2mtZ6X7XamgdzewCz/O08+wWhR7BlIa0quxqIo5dlX2XywVJkkw9EWrBuOFwGIIgYH5+Htdccw3cbnfdv7Gr8m51Eae6XGp0dBQejwdXXnml2UNrip1EnHKBRJZlrK6uIhQKweFwIBAIYHFx0dRJqZlCipkCkpXYimKW0ep8MpnE+vo6du3aVRGkyvM81tbW9JV6beJmVKrVy4wNirnYyYlDCMFL4SwS2SKmhl24yjdcs18yDAPviW2G3akAACwD5YYZkP8RbPp+3lH7BNS2S7ut09fX1/WQ9lQqVVOmtZHcrs2C3UKN4/E4pqamzB4GxQS27lFKaZlWbqI1EceucBxnyvi1kNZQKIS1tTVMTU1Z3unRDawo4qiqikQioZdLzc/P6+VS6XQaly5dMnuILdFKmZIV0MSm9fV1BINBpNNpzM3N4cCBA5ZZVaJOHIoVaRSkWj5x035SqRR4ntczNoxW5q3cDpnSHLuIOD88v4b7n3kdWVEBg1InqWGPE/ed2IP3Lk5UPJdbHMHAbTvBP3OpIuSYcTvhPbEN7K5huL4bgVysf452uoCpbbUCx1agXut0AHjppZewe/duMAxTEbhcndtlt9bp3UCWZVuJOLS9+NaFijiUrrAZRJx+ZsvwPI9wOIzV1VUMDg7C5/Phyiuv7PjCaLd6WCuJONlsFqFQCIlEom7pjpXG2ww7OHFEUUQwGMTa2hpYloXf79dznqxEN0WcdkUZKuKUsNo+YSatbItGEzegMmNDE3jK2yGzLGu4Os9xHP0uLIwdRJwfnl/DZ584B0GuPKcWJAWffeIc/uS2fYZCDnvXvlK3qqwEZpgrlVq9sy8eve0K/OCx84bhxk6WwY5jLrrfGqAJFSzLwuPxGOZ2GbVOD4fDEEVRP1cYCcIul723OXXiUOwCFXEoTWnVicPzfJ9G1H36IULJsqzn3ADA/Pw8rr/++g3bVjUByk718BzHQRRF096/WCwiEokgHA7r3aX27NlT9ybYDsKIhlXHqjmdgsEgisUiZmdnMTQ0hKuuusrsodWFOnGsAd0O3dsGzTI2JEmqKNVKp9N6O+RedcqhbBxFUSz9HRBCcP8zr9cIOBqCrOL+Z17HybuOGJZWsX5jN01g7xje99FF/PiJt1DkFTBMyd3j8jpx1a/OgAxlu/5ZNgOt7C92bJ3eDewm4iQSCerE2aJQEYfSFbSSE7vCcRwEQej66xJCkEwmEQqFkM/nMTs7i/3793e1XERzidhJxNFajPeTRuVSzbCTE4dhGEuVU+VyOYRCIcTjcUxOTmL37t0YHh6GqqqIRqNmD68hZgopVMShmIHm4qnXDlkQBH3SZtQppzyDR5u42X1l3g5Y3YnzUjiLrCjD4bkIB5eBKo1AFbahFD1cIisqeDmcxVX+9kLsA3vHcNu9VyNxKQ8+LcE7ymFq2yBSqRTW1gpd/iSbh40ek81apxeLRf1cobVO53kesizrZZ1GpVpmi5F2FHH8fr/Zw6CYABVxKE1p5URv93Kqbo8/m80iHA4jHo9jYmICO3bswOjoaE9uZPtdCtYN+imKtFIu1QyruluMsMJkSXOdhUIhvVxq9+7dFZMMO4gUZjpxaLBxCTvsJ/3ACiWzDMPo4sz4+HjN47Is17h4BEHQXZflLp7yiZvZk7bNQNsiDiFwRE7DkY9BHZyBOn8t0MP961T4FBw7/hQDDI+ScENAVC+EyH+Aki81DHAAiGc7uw9jGKamjbjV3UmbGc2153a7N9Q6vVrg6UcHPrObnLRLMpnENddcY/YwKCZARRxKV7C7iNMNIUQURUQiEb2jkc/nq5m49gIq4tTSbrlUM8yePNkBQogeUpzJZDA3N4err74aHo/H8Pl22Ka0nIpCaR2WZTE0NIShoaGaxwghFZO2TCaD1dVVCIKgT7arg5a1tul2OFeYTTsijnPl3+A5eQ8YMQOt/oi4RyAcfwjKwge6PrZT0VN4PPQwGLayhJpxFuEN/B344Ieh5K+ECmB6uHuOYiriGGOF60orrdPLS7VabZ3ejewuuzlxaLDx1oWKOJSmbAUnTqdCiKIoiMViCIfDkGW5rRKdbkFFnBIbKZeidI4gCAiHw4hGoxgeHobf78f+/fs3xcSLijgUq2AFJ85GKC+fMKJ60qZ1ydHyNdxud8WkTVEUyLK8pVshl9OqiONc+Td4n/4EGLmyfJyR8vA+/Qnwt3y1q0IOIQQPn34Ykmqcgcc4JHjmn0T+/D0YdjtxwNe9zpxUxDHGDtvF6XQ2FITrtU7Xsru0PJ5qJ08r5wtJkmx1XonH45idnTV7GBQTsM9eSjGNVjti2Jl2hBBCiJ7Sn06nMTMzgyuvvBKDg+a0sTQjX2ajdFPE6Ua5FKU9VFVFPB5HMBiELMvw+XxdCem2Gg6Ho2tCSrvnSCrilKDbYWvQbNJWnq+RzWYhSRJ+9rOfVbRCri7V8ng8tr83aZWWJuaEwHPyczUCjgYjC/CcvAf5j7/QtdKqV1OvIifnGj6HcfDwDoZw34lf6er3pSgKXcQxwO7iZ7MOfNWuv3Zbp9vRiTMzM2P2MCgmYN+jmGJJ7Lpa2MpkLZ/PIxwOIxaLYWRkxDJtkTmOs11nMKfTuSGHQ3m5lNvt3nC5VKvYZf/Wwo27vT1yuRyCwaDeDWFpaclw0rVZMDMk2moB1RRzscu5pxdU52vIsox0Oo1rr70WQGmyXt4Kubr0orpLjva7nSZqzWjlfO+InAYjNu7WxIgZOKJnShk5XSDJJ+FA43ExjAP/+T0jNe3FN4odHCdmYHcRpxnNXH/lrdN5nq9pnc7zPM6fP2+b1umiKNoqw4fSPTbvUUzpGq2etDR3xWa6MSoWi3pbcKfTCZ/Ph6NHj1rqxoDjOGQyGbOH0XPMLpfSwo3tcPOjiWTdEHEkSdJDil0uV98EMytg5g1bN11AdoY6cSjVVAtaTqcTg4ODhm5YQggkSdInbEZdcqona1oWj53Oca2IfI58rLnDhmHgyK2iW/LxpHcSKmn8al6Owft27uzSO16GijjGbHYRpxnNWqc///zz2LZtW03rdC2g3UqiML02bm227lFM6TpaLo5dRZzyle9ysaBZQKvZ2DETpx2sUi7FsqytRJyN3KhpJYPBYBC5XA7z8/M4ePAg3G53l0e6tRwG7XzWrbJNKK2xlY6TZhBCWhZYtHwMl8tVt0tO+ar82tqa7ujRAlSNRB6WZS33fTQbjzo4AzSb9BECdah7+RrL48sY4obAK/XdwsOuYewb39e199SgIo4xW13EaYbD4Wi5dXo+nze1dbooipZ1CFF6Dz2KKU1p9eSgiThmZcNsBE3NfvXVV5FOpzE1NWWbbBU7izj1JiZmlUs1QhNGeiFkdJtOy9UEQUAoFEI0GsXo6Ci2bduGsbGxnt0gaMHB9EabQqG0iqqqXTsnNVqVLw9QLS+94HkekiTpEzajVXkrunjU+WtB3MNgpHzd5xD3CNS5g117T4Zh8LlrP4d7n78XolIbbux2unH3wbt7co2hIo4xVMSpT7NzS69ap3ea36UtblK2JvQoprREK5Z2O3ao4nkekUgE0WgUkiRhdHQUy8vLlrwBq0ev23X3iuryO7PLpZqhlVPZgXbGqqoqYrEYgsEgFEWB3+/HkSNH+nKTp41zs99oS5KEUCgESZIwMDDQVqeMrQ4tpypBnTiX6de2aBagWj5h0zrkRCIRCIIAVVXBsqyhi6cbbZA7/EAQjj9s2J0KAAjrgXD8oa6FGmscmzuGB448gEfOPIJsMQsH44BKVAy7hnH3wbtxbO5YV99PYytcWzqBijj12WiocTdbp5efO+qdM7R8QsrWhB7FlK5hFxFHlmWsrq4iHA6DEKJ31nnjjTcwNDRkKwEHsK8TRxNxNPeH2eVSzbCTWNaKiJPNZhEMBpFMJjE9PY29e/f23UVnZgvvXlNdkjY7OwuO45DL5So6ZZSvzJX/WEW8pFCsRjedOBuh2YRNkqSKUq10Oq23TddW9I3aIPdSeFAWPgD+lq/Cc/IeMGKmJNgQAuIegXD8oa62Fy/n2NwxPPkrT+Jc6hwSfAJT3insG9/X0+/RLuXP/UaW5bp5MFudXnemarV1uib0pFKpitbpf/VXfwUA2LFjB3bu3Ame5w0dQc149tln8ZnPfAaKouDOO+/EPffcU/H47/7u7+J73/seAKBQKCAWi2F9fV3/DAcOHAAAbN++HU899VTb70/pDvTsRmmJVp04+Xx9m66ZEEKQTCYRDof1CdXy8nLFhcwuIlQ1VriZbZdisQhRFHH69Gl4vV5LlEs1w05OHIfDYThWSZJqytSWlpZM2+6bUcQRRRHhcBiRBg/aXwAAIABJREFUSARDQ0N6SZqqqpAkqWZbaytz2k8mk9EneoVCAS+99FKNwGPVcg1K76BOnMu0k4ljJpqLp162RrmLx6jsolrg6VaHHGXhA8h//AU4omdKIcZDs6USqh7vXwzDYHliuafvUY7WTppSCXXi1MfM9uKttE6fnJzEL37xC6ysrOD06dN47bXXcPHiRTz33HNwu9244oorsHPnzoqf7du3VywKKYqCT33qUzh58iQCgQAOHz6MW2+9Ffv2Xc6l+vKXv6z//pWvfAVnzpzR/9/r9eLs2bM92gqUdqBHMaUlWrlpcLlcSKVSfRhN62SzWYTDYcTjcUxMTGD79u0YHR01/Dx2dbTYhepyKYZhsHv3bszMzJg9tJawqxOHEIK1tTUEg0Hk8/mehhS3y0ZbzVsFQggSiQSCwSAEQYDf78fhw4dbuhlstDL3wgsvYPfu3fqqnFauwfM8CCF6uUb1j13D5Y2g5VSUajaDoFUegDo+Pl7zuOZSLRd3tRV54HKHHE3kURSlvfIhhoE6f23XulBZkW51aNxsUBGnPpIkWXbbMAyDhYUFLCws6P/2la98BbOzs/it3/otCIKAt99+GxcuXMCFCxfwne98BxcuXMDFixfxe7/3e7j99tsBlO4rFhcX9de5/fbb8c1vfrNCxCnn7//+7/GFL3yh9x+Q0jbW3FMptsQqThZRFBGJRBCJRHS3we7du5tezDmOA8/X76Bgdax6Y1uvu9Trr79uyfHWw05OHKfTCZ7ncf78eayurmJ0dBQ7duyoK2CaRT3HkNWod2zxPI9QKITV1VWMjY1hYWGhI2tzPbT2x43KNcpdPFpnnfLWydU/brfbUvsApXXo91bCLk6cjcCybI24SwhB4mIehUwRrBcYmGQgCAIymQwkScLZs2d190m1c2+rHvtb7fO2AhVx6mOmE6cTkskk9u/fDwDweDxYWlrC0tJSw78JhULYtm2b/v+BQADPP/+84XM1Ueimm27S/00QBBw6dAgsy+Kee+7Br/3ar3Xhk1A6gR7FlJZo1YljloijKApisRjC4TAkSYLP52s7FNflciGdTvdwlL2jOiTYbIrFIqLRKMLhMFwul2G5FMdxtnG2AKVtbHWnlnYchEIhAMDCwgKOHj1q2XBHO5RTaU4Q7RxYHQQdCARM28bNQlcbBSi63W7DLB4r7ivUiUO3QTlWycTpJ8HX1vHjJ95CkVe0GBu4vE4cve0KbF+cQiaTwcGDpa5S1eGp8XgcgiDUPfa13+nEfmtARZz6SJJUd9HEimiZhr3i8ccfx6//+q9X3Be8/fbb8Pv9WFlZwU033YQDBw5g165dPRsDpT70KKZ0jX6XIxFCsL6+jlAohHQ6jenpaSwtLRmWJbSCncuptLGbKeKoqopkMolQKASe55uW7TidTlttb6fTCUGo7ehhBTKZDILBIFKpFKanp+Hz+cCyLPx+v9lDa4gdyqk0oYnneQSDQcTjcUxNTeHKK6/s+FzTDxwOBwYHBw3DqgkhKBaLuoMnm80iFosZ5nGY3VVnq03WKc2xquu0VwRfW8cPHjsPRaoU8uSiih88dh7Hbt9eMclqFp5aLBZ1gac6aN3hcNSIuxtpgUyxHlTEqY+VFkNbIZFItB1J4Pf7cenSJf3/g8Fg3XvFxx9/HH/+539e8/dAaZHwxhtvxJkzZ6iIYxL0KKa0RCsX735d4AuFAkKhEGKxGEZGRuDz+bC8vLzh97dKOVgnmClAlecOTU5OYmFhAcPDw02/D47jLCuKGGG1TJxisaiHFGvh0Hv37gXDMHpuitWxejmVoiiQJAk//elP4XQ6EQgEWirNNMJKEyCtM47b7cbY2FjN41qHDG2i16irDg1b7g9boYSoVbaSE4cQgh8/8VaNgKOhSAQvfjOEK3+ttdv58mPfqPRTURQIglDXwadl8VQ7eaw28aXOtfrQc0l9zF4MbZdORJzDhw/jjTfewIULF+D3+/H444/jG9/4Rs3zfv7znyOVSuGGG27Q/y2VSmFgYAButxuJRALPPfcc7r777g1/DkpnUBGH0nV6sUqmddWJRCJwOp3w+XxdL2GwsxOn3wKDUblUu5NbO5QnlWOFTByty1owGNTdTkZlg1YYaytYtZxKczatra1BVVUsLS0Zih2bFZZlMTw8bNhVR1XViq46qVQK4XAYgiCAEAKO4wxdPJ2u/NJgY0o1W2kSmriYR5FvfC4vCgr4te7czjudzoYOvvIcrkKhgGQyqedwaS6eaieP2+3u+/fVVsgzhfIOdhNxeJ5v2xHMsiweffRR3HzzzVAUBXfccQeWl5dx33334dChQ7j11lsBlFw4t99+e8V87rXXXsMnPvEJ/d7tnnvuqRuITOk9VMShtESroowmhLSTRVOP6m5Gc3NzuPrqq+HxeDb82kbYobSjHv0QoNotl2qG1ZwtzTBzvOXus/HxcezcuRMjIyN1j0u7iDhWOuZkWUY4HNbbrwcCAezduxdnzpwxtZOX1UpHykNTq9EmeYIgoFAo1J3k0bDl9rHafmAmW2lb8BmpaedvhmEg98F4yTAMXC4XXC6XoYtHVVXdwSMIgh60Xi7wGh3/LMt2/fukIg6lE+wk4hBCOl7gOHHiBE6cOFHxb/fff3/F///hH/5hzd8dO3YML7/8ckfvSek+VMShdBWtJKlTEYcQgkwmg3A4jGQyiampKb2bEaU+vRRxcrkcQqFQ2+VSzbCbiNNvYURRFKyuruohxX6/v2X3mZXEkUaYXU6l5WoFg0FkMhlDYdJMtxDDMHpGjR0on+QZnbO1Ug1tJV/L4hBFEQAMy7QolGq2kojjHeHQbJ5GCIF7yPxzhMPhwMDAAAYGBmoeI4ToZZrlLj6e5yFJkt5y3ahUqxMXDxVxjNlKpYidYKfrrSY40e9z60JFHEpLMAzTkq2901wZQRAQDocRjUYxMDAAv9+PpaUlUyzTdrxB7HZ7dK18bSPlUs2wm4jTj/FqImYwGMT6+jpmZmawvLxseFPcCLs4ccwScYrFou66GRoaQiAQwP79+w2Pe4fDYVo5j5nv3QualWoUi0UUCgW9bfLq6ipSqRTW1tb0LA4rhC2bgR2vS71CVVV7lVMRAkfkNBz5GNTBGajz16KpveYdprYPwuV1Qi7WF5I5twOjcxt3P/cShmGadtMrL9NcX19HJBKBIAhQVRUsy9YIPI2OfyriGCPLMt0uDbDT9TaRSGByctLsYVBMhIo4lK7SjogjyzJWV1cRDodBCIHP58Phw4dNtTJ2sxysn3QjX6a8XKpQKGy4XKoZVMS5jCYqRCIReL1eBAIB7Nu3r+NJm11EnH52KKvOE2r1fNNNJ0673+dWyoMpD1wt5/XXX8fMzAyGhoYqVvHX19cNV/HNzuKg9J5eClqEECjhAkhWAjPMwekb2NB7OVf+DZ6T94ARM9B6gxP3CITjD0FZ+EDTv2cYBkdvu8KwOxUAODkGy788CafT+s7LRjQq0wSgl2lqx3+jsHWPxwNJkuixb4Ddui/1E7tdaxOJBKampsweBsVEqIhDaZluOHG0iVQ4HEYul8Ps7GxHToNeYVcRh+O4jgWG8nKpiYmJpnkr3cJuIk63XRGEECQSCQSDQQiCAJ/PZxhS3Almlym1Sj/GKQgCQqEQotEoRkdH296/tZImM9hKIk49tG3QLGy5WRZHN8OWzYI6cUr0SsSRzmfAP3MJRHznnEQAxuOE98Q2cIvtl3Q7V/4N3qc/AUau7MLISHl4n/4E+Fu+2pKQE9g7hvd9dBE/fuItFHlF04Lg8jpx9LYrwE2Itur02Amai8fo+CeEVLh40uk00uk0CoUC0uk0nE5nhcCj/e5yubbcMUWdOPWxW+v1RCKB6elps4dBMRH77K0UW+ByuZDNZmv+vVwoGB8fx/bt2zE6Omq5C6hdO1S1O+7ycimO43pSLtUMq333/SKfz1ccC73IfGJZ1jYiTi8EEi0U/dKlS5BlGX6/H0eOHOnoBq2bY2x38klFnNZolsVR3lEnn8/rbZMVRalwAJT/WG2CR/eDy/SinEo6n0HhiQuAXLmdiaSi8MQFDNy2sz0hhxB4Tn6uRsDRYGQBnpP3IP/xF1oqrQrsHcNt916NxKU8+LQE7yiHqW2DYBgGkUhkS7tONCeex+PB+Pg4ACAWi6FQKOCKK66ALMsVLp5sNqu7eABUlGqWizybUeygTpz62CnUGKAiDoWKOJQ2aOWGttyJI4qi3hbc7XbD5/P1XShol04zfcymFRGn3+VSlMtopYOhUAgOhwN+vx+7du3q2U3iVnXiFAoFBINBxGIxTE5OYs+ePYYrt+3QLQeWlivW7nvbIaC612xk+zfrqKMoiu7a4XkesVisadiy1+vt+3WMZuJcptvbghAC/plLNQKOjlx6nL2r9RJXR+Q0GLF2QascRszAET1TyshpAYZhML29tp2w7TKC+oCiKLpoz7IshoaGDFsxa1lc5QJPLBaDIAiGIq8m8ti1ox514tTHbgIXFXEoVMShdBWWZZHJZPDTn/4UkiRhfn6+ayUi/cCuTpxGpUlmlUttdQghSKfTCAaDSKfTmJ2dxYEDB/rScccugbjd6KJV3cUrEAhgcXGxa5Mas7tT2eF77CW9Pk85nc6GE7zqMo1oNFoTttqPlsmUy3RbxFHChcslVPXeU1SghAtg/bWh3EY48rHmDhuGgSO3io2eXRRFsdXksx+0GmxcnsU1NjZm+DrVHfUEQYAoiiCE1ASuayKPVcty7FYy1E/s5sRJJpPYs2eP2cOgmAg9kiktU++mSWvTGwqFsL6+DlmWsX//fsObYqvjcrn0FVg7UT1pt0K5VCtoTgy7rAxp+SiNtqMoinpI8eDgIAKBAJaXl+mkzoCNCCTZbBbBYBDJZLLjLl6t0M1MHFpOZS+MyjTKKQ9bLRQKdVsmdytsmZ5DSnTbeUKyrS3cqFkJZ3IC4pKMaY7FNYP13Rjq4Axa6A0OdWi23eHWvpeN2iL3C1mWu7J42EpHPe0ckMvlEI/HK0o1q88BHo/H1MB1u7lN+ondRBzqxKFQEYfSMtU3K4VCAeFwGKurqxgZGYHP58O+ffvw4x//2JYCDlBy4uRyObOH0RGEEMTjcVuVS2kOIrvcgGrjrb451DJYgsEgisWiJTqt2YF2y6lkWUY0GkUoFALHcQgEAlhaWurpDTHtTmUuVt4GjcJWy8OWeZ5HMpnUy7SMVvC1CV69VXKrbgMz6LYThxnmgCabVyEEn4wm8GLBAQcAFcCI04Ev7pjGjWO1E3x1/loQ9zAYKV/3NYl7BOrcwY0NHrScyoh+LA6Vu3jqlWoKgqCfB7QsLu0cYBS47vF4enrfIMtyX9zAdsRuIk4ymcTs7MZFYIp9oSIOpS0kSUI0GkU4HIbT6YTP5+s4MNSK2LGcSiuXyufziMfjtiqX0kQRKwtN5VS37i4vVZucnMTu3bs3nMGylWilnKq6LG1ubg5XX301PB5PX8ZoZmmalQUMSmNaDVsuFAo1K/hOp7NmBd9Onfx6TbdFHKdvAIzHCSLVPxclHMAPBwGol4/HgqrgrjdX8ZVds7VCDsNAOP6wYXcqACCsB8Lxh1oKNW4GFXFqsYLDt5mLpzxwvVAo6EKvLMu6i6f8PKD9/0a+6/KsIEolkiTZSuCKx+OYmZkxexgUE6FHMqVlRFHEiy++2NIkyq4hjHYJNjYqlxoZGcGePXtsdYG2W5txlmUhiqIeEM2yrGVL1QDrH4eNXC7FYhHhcBjhcBgDAwPYtm2bKWVpZmbi0GDjzUmrYcvaTyaTwdraGuLxON566y3DsOWNTu7sRLuiBSEEkUgE+Xweg4ODmJ+frziPMAwD74ltht2pAEBwAF9a9hgKLgIh+PzbcfxwdKDm3KQsfAD8LV+F5+Q9YMQMtN7gxD0C4fhDLbUXbwUq4tRiBRGnEc3OAeVOPkEQsLa2pv+uuXiMyjWb5XFJkmSre8R+YjcnTj6fp4uGWxx6JFNaxuPx4IYbbmj6PM3NYpcw43Ks7MQhhCCRSNQtlwqHw7a7QNtFxNFyn9LpNF566SX4/f6+ukE6QXOQWFnEqXbiEEKwtraGYDCIfD4Pn8+HQ4cOmXou6WYmTifvvdWdOFtxGxiFLa+srGBkZASTk5MVk7v19XVEIpGmYct2mpw0o53z2srKCk6ePAlRFPV9ye124/jx41hYWNCfxy2OYOC2neCfuVQRciy7HLhvicNzU/WvqxlFxc/yIq4Zqr0eKAsfQP7jL8ARPVMKMR6aLZVQdTOY2eKChRnYfZs0c/LJsqyLvIIgGOZxGeXxUCdOfex0/6xdE618f0fpPfbYWymWoNWThdvthiiKthRxrCgqtNpdShOg7GQH5TjOctu7HEEQEA6HEY1GMTQ0hOHhYfj9fluEyWmlX1ZeodUycbTtHIlEMDo6ih07dmB0dNQSNygOh8M0YXcrChgUYzThgmEYfVJmRHmJBs/z+gp+eYmGUdiyFY61VmlVxFlZWcHTTz9deY0hBEomhf/xt3+Nd7///bjm3e/TX4tbHAF7175St6qsBGaYw3e9Kl54K15RRlWNA0BManAdYxio89duuAtVPagTpxa7iziNYBhGz+MaGRmpeVxV1YqueuVCbz6fx7lz5zAwMFBzLuA4zlbngW5jJyeOdm+3lb8vChVxKG3SyqSC4zhblCQZYZUTolYuFYlEWi7ZsbKLqB4sy1puzKqqIh6PIxgMQpZl+Hw+XH/99WBZFufPn7dNeYsm4lj1pkQLg87n8zh79iz8fr8l87VoJo750G3QOs0md9rKvVHQqlHYstfrtdxkuJloQQjB6ptv4FvPfrtCwHHm1uGJvA1GUQAGeOGxN3HuqX/EsRMfQWB+L5hhDk7fQEUb8emc0FR8UQHMcOadt6iIU8tmFnGa4XA46gq9P/nJT3DVVVdVuPnS6TR4nkexWNTDmsvbpWu/b/btaafOXclkEhMTE2YPg2Iy1rpbpmwK3G63bUUcDTPKUIzKpdop2bG6q8UIK4k4uVwOwWAQiUQCU1NTWFpaqumyxrJsW92UzKTdzk/9olAoIBQKYXV1FRMTE3C73Th69KjZw6qLmbk0ZpZyWQWrCOtm041rksPhaNouWVu9z2aziMViEARBnxDXK9My41pZ7z0vvnQGP3rsaygoBML8FYCjNPF05tbhDb4JRhME3/lPPrWG737jL3DM9x/gG1wE43HCe2IbuMWSCHbNoBvDTgcKav1z6YjTgasHzQvnpyJOLVtZxGlGo656hJAKF086ncbq6ip4ntdb2ZcLO9rvLpdrU5yr7fIZaHtxCkBFHEqbtLIybJdw4HpoDoZ+OQJaLZdqhpUEkVZhWRY8z5v2/rIs6wHRLMsiEAhgz549dW+InU6nbYSy6k5aZqKqKlZXVxEMBkEIQSAQwA033ACn04lTp06ZPbyGmCmkmOkComwtytslj42N1Twuy3JFy/R6q/f9CFuuJ+JcfOkMTv7lf4ciFSENjwG6YENKDpw6x5JCZLwYfRa3bPskIKkoPHEBA7ftBLdYug7/0Y5p3PXmKgSDv/cwDL64Y9rUyR8VcYyxy4TcSpTn6YyPj9c8Xn0eyGazupsPQMV5oFzk2aigRgjBq6lXkeSTmPROYnm8/00OrIS22EjZ2lARh9J1XC4X0um02cPoGK0sqZcijlF3qY12OOI4Tr+Q2gUzMogIIUilUggGg8jlcm21rGZZFoJQ2y7WilhBxCl3N01PT2Pfvn2GLgArY7YTZ6uLOHQblDA7pJxl2ZqwZY3qDI5UKoVwOFzRScfIxcOybMmBejEPPiPBO8Jhavug/p2fzYuISzKmORbXDF7O7VFVtWZbEELwo7/5GhSptIDkkCQApec4hHyphKoBkipgTYxg0uMDZAL+mUtg79oHhmFw49ggvrJrFp9/O46MosKBUgnViNOBL+6Yrm0v3mesnn1GsQbdOI82Og+04ubThJ1ygadZJtep6Ck8cuYRZKUsHHBAJSqGXcO4++DdODZ3bMOfCTA+p1iZRCKB2dlZs4dBMRkq4lDaopWTnN2dONr4ux0QbFQudc0113StwxHHccjlcl15rX7RTxFHEASEQiFEo1GMjIxg27ZtGBsba+vCTZ04zZFlGdFoVG/B3szdZHW6KeK0e5NIBQyKHWiUwVHeSadQKKBQKCCZTJYCVy/JiP6UgSppzZoYcB4HvL88i0e8Ul3BhBBScz6JrZxHkS9cHpOQB6MqIE5nSdBhoJdQGcOAVy5fP4moQAkX9HycG8cG8cPRAfwsLyImyZjhWFw9aI1AaKPtQaFU02vHVjM3n9bEQBN54vE4BEGom8nl8XhwNnMW9714H0SlcoGS53nc+/y9eODIA10RcuwUagwA8XicOnEoVMShtMdWEHG6HRDcrXKpZlixs1Yzej1mVVURi8UQCoUgy/KGw3PttI37KeIQQpDJZBAMBrG+vo7Z2VlcddVVtuqUVg+zg423eiYO5TJWEAzapV4nneBr63jt+fNQpPJji0CRFGT/OYyhY0OI+i53uCyoCj79ZhR/HBjHvMGqeSG9XtG2mwHgibwNPrAAleOaCDil9/Y6K90FJFt5H8AwjGEbcbMx26VlNajwbYwsy6Y2DnA6nU0zuTSRJ5fLIRaL4cHzD9YIOBqiIuKR04/gyV99csP7v91EnGQyiZ07d5o9DIrJUBGH0nXsLuJ0Y/ySJCEajepZK36/H4uLiz0N2rNjd6pehTFns1kEg0Ekk0lMT08bhhR3ghVKlFqlH2OVJAnhcBjhcBherxeBQAD79u1r+4bKypOQbgop7X5OmolD3Ugam2kbEELw4yfeqhJwLsMpwIkX8/izW7jLwgwhGM2k8H/GQ/gtNQee5yvKtHhFAak6Ttl8Gt7gCoS57SBOJxi5/nHMOTyYcM9X/BszbJ9JHeUy1JlkjNkiTiPKXTyjo6MAgFfWXoH4ZuOIgLSYxj/+f/+I3UO7DTO5WhVm7CbiJBIJzMzMmD0MislY82imWJZWJiB2muga0akYQghBMplEKBRCPp9vu7vURrGjiNPNMObynCGXy4VAIIClpaWu3sxRJ05tptD8/Dyuu+46uFyu5n9sgNPp1LteWJFuZ+K0I+RQAYNSjlWFznZJXMyjyDc+N3kkAt+agvAki+3JKN77xlm45FLOzS9AMOj14qabbsLc3Bx4ngfDzMHhcgHFykkfm09j8M2XoXJu1KupcjIsDk3dXLF9GbcTTt9AFz4tpd/QzlTGWFnEMSLJJ+FA4/s31sliZmEGy9PLuounvGRTlmU9rLla4CkPXu91Dma30RYoKVsb++yxFNtg9xtNjuPaCq/N5XIIh8OIxWKYmJjAFVdc0ZNyqWbYUcTZqNOAEIK1tTUEg0FdODt48CDc7t60e7WTQOl0Oru6P4iiiHA4jEgkguHh4Y4yhYzQWqFb9aa7WyIOwzBtizK0nIoKWRqbaRvwGQnNThsEwDCvYnsyiuPnXgBXdhwQlK67zzzzDG655RYsLCwAAG6645N6d6pyGAAcUeE78m6svnIGiiiCAQNGIeAcHhyauhm+gV2X/4Bl4D2xzfb3MlsVWZYtez0xE7uJOJPeSaik8fVPJSqmvdNwuVxwuVwVJZv6c1RVF3gEQcDa2pr+uxa8rqoqOI7D6upqhYvHqucA6sShAFTEobRJOyvIdm172Uo5lVG51K5du0y9cdhKpRc8zyMUCmF1dRWjo6PYsWMHRkdHe37BtZsTZ6OdtLQw7mAwCEEQ4Pf7cfjw4a7ajs3s/tQKZmfibJVjmtIcq04o2sU7wsF4tybwTKyA9abhLI4i67kaN71+tkLAKUeWZZw8eRIf//jHwTAMtl91EMc/+Tv40WNfg1go6MePe2AA7/nondh+1UEQQhBbOY9MMg5nyoGxc144igQqABAChQViywqIeAnelcryDJfLtWm+g82MlRcFzMRuIs7y+DKGuCHwCl/3OcOuYewb39fwdRwOBwYGBjAwYOyskyQJKysrYBgGgiAglUqB53lIklTRcr3ayWPm/CaTyRi2gKdsLexzNFNsheYK6ZUjopfUc7SYXS611VFVFaurqwiFQlBVdcMhxZ1gNydOp+JIuUg2Pj6OXbt2Ga5wdQOrizjddMMIggCn09myCEZFHIrGZtoPprYPwuV1Qi5ePq4G517G3KHH4OAKABiAIfh9xwDeHrkO2cR83dcSRRHRaBTz86XnbL/qIH7zkUcRv/Am8uspDI6NY3rnLl18YRgGs7t2Y3bXbgAA+WUCJVwAyUpghjk4fQMYL1u553kesVgMPM9DFEulWm632zB/wwzhwMp5YmZBRRxj7CbiMAyDz137Odz7/L2G4cZupxt3H7x7w/s/x3FwOp2YmJjAxMRExWOqqkIURf1csL6+jkgkAkEQoKoqWJataZnu9Xp76uLRrgX0uKfY52imWIJWTxqam8WOIk61EyefzyMUCiEWi2F8fLxvro9OseNNXaMxa12P1tbWMDMzg7179xp2N+gHdtqu7bZD1zp5BYNBKIqCQCCAo0eP9vxm2OrC2EZFJq3lejAY1EvHFEWpaMvs9XoxMDBQc/NndYGrH1Ah6zJWPP8QQvBq6lUk+SQmvZNYHl8GgJp/q8ibYRgcve0K/OCxUneqwbmX4T/2l3CwlYsn4xAxsvQ9vKa8D6mU3/D9GYZBLper+beZhcWWxs8wjN5GXKNZF53ySV06nUY0Gq2Z1FX/sCzbk+/Pro7nXkJFHGNkWbbdouOxuWN44MgDeOTMI8gWs3AwDqhExbBrGHcfvLsr7cWB+sHG5ddpI2RZ1s8FgiAgnU6D53kUi0U9rLla5Nmo4Ku+053PitcDSn+hIg6lbVq5qbZzhyotbPfSpUsIh8NwOp2WKJdqBW1CbKfVFq1EqfwCWiwW9ZBij8eDQCCAvXv30otWG7TqxMnn8wgGg4jH45iensaVV16izn+MAAAgAElEQVTZlU5erWJ1oaLT8WniYyqVwtzcHK655hq9NIthGCiKot/88TyPaDRacfPn8XhACNFzn7SbP3oMbE2sKGSdip4qTa6kLBwoTa5czlLAeVEt6v9mNOEK7B3D+z66iB8/cQFzhx+rEXA0nE4Fi7t/jJ+88D+jlG5TCSGkr+er8vIKo3IGSZIgCAIKhQKi519Hdi0BwrrgmpiCw+GoWbH3er1wu90dCzFUxKmFijjG2M2Jo3Fs7hie/JUncS51Dgk+gSnvFPaNt98FsxGddqdiWRbDw8MYHh6ueaxa8M1kMlhdXQXP83ozByMXT7OyzbW1NVpKRQFARRxKB7Qi4rjdbt16bBfKy6VyuRwkSbJduZQmiNjpQl0+5mQyiWAwCJ7nN9z1aKujuT6MUBQF0WgUoVAIDocDgUAAu3fvNmUyYAcRp9UJdLnrxu1214iP5cK20+nE0NCQ4QRUs3BHo1Gk02m904YoiqWMD4NyDq/Xuyknc9SJY01ORU8ZljkY5VfwPI97n78XDxx5oEbIufkzDvz8F0KdjJwSLFvE8HAC2WxtNxa32425ubnOP0iX4TgOkddewY8e+xqKhQJQlsvz7o/8FqZ37dInddXHtcvlMizTanQ9pyJOLVTEMcZu94blMAyD5Ynlnr1+L1qMNxN8ZVmuKNvMZrOGZZunT58GIQS7d+/Gnj17kEgkOupM9eyzz+Izn/kMFEXBnXfeiXvuuafi8a9//ev4L//lv8DvL7keP/3pT+POO+8EAPz1X/81/uiP/ggA8Ad/8Af42Mc+1vb7U7qPPY9miuWxkxPHqFwql8vpHS/shJbnYyfhCQBWVlawvr6OsbEx7Ny505TuXu1gh5I1ozKl8tK02dlZHDhwoK5NuF9YvZyqlUwcI9eN0THYqiChWbhHRkagqip27brcOYcQgmKxqLdSrS7n4DiubjkHxb5Y6ZxDCMHDpx82zKmoh6iIeOTMI3jyV56s+BySnATDOBqKOAADl6tWHGJZFsePH7fMdgGAiy+dMeyQJYsC/vX/+FMc/+TvYPtVB2v+jhACSZL0CV0ul0M8HgfP87ooYeTioZ2YaqEijjF2FnF6jRliKMuydRdyyq/zDocDP/nJT/DP//zPuHTpEvL5PARBwIc//GEsLCxU/Ph8PsN9X1EUfOpTn8LJkycRCARw+PBh3Hrrrdi3rzIU+jd+4zfw6KOPVvzb2toavvCFL+DFF18EwzC47rrrcOutt1I3kAWgRzOlbVq5YXK5XMjn830YTWeUd5cyKpfS3AF2W+GyS5txRVH0kOJ8Pg+/39+X/JVuYJeSNW2csiwjHA4jHA4bukPMxupOnHrbqZnrplvvXb1ttDp7t9uNsbGxmr8pnwjm83kkEomKiaCRwGPlVqqU/kMIQfGVV6AmEnBMTcG1f3/F/vFq6lXk5FyDVzAmW8ziXOpcxYq6i5tCqWl4fVjWCadzUt9PFUWB1+vF8ePHLbXYQgjBj/7mazUCjoYiFfGjx76G33zk0ZrjjWEYvU3y6Oho7d9WlV9mMhk9h6NYLOKll14ydPHY7R6mGyiKQh28BlARpzFWugaWX+c/+MEP4oMf/KD+2JNPPomf//zn+MhHPoKVlRWsrKzgySefxIULF/TGHzMzM/jt3/5tnDhxAgDwwgsvYHFxUT9f3n777fjmN79ZI+IY8e1vfxvHjx/XQ5+PHz+OZ599Fh/60Id68Mkp7UCPZkpPsKITp7q71NzcXN1yKW38dnO0WFnEIYTojoX19XXMzMxgeXkZoVAIo6OjthBwAHuIOIQQZLNZZDIZPP/885ifn8fBgwctGTRudRGnmlZdN92gk/bmHMeB4zjDbmLVE8F0Oo1CoVDRSrU8ZFnL6zDz5paWU5XolxOHf+45rH/pQai5HMAwgKrCMTyMsd//3+F917sAAEk+CQcaiAMqwdWhCYzybqS9In7mXwMcDByMAwk+UfHUwcEDcDqHoKqFui/n4kbx4Q//AVZXV5HL5XDx4kXcdNNNlpp0AUBs5TyKfP3PAQBioYD4hTdbDl7WqFd+mclkEAqFcMUVV+ilGfU66BiJt5sR6sQxhoo4xtjt+pJIJODz+bBv3z5DEYYQglgsVnEMhEIhbNu2Tf//QCCA559/vuZvn3jiCfzwhz/Enj178OUvfxnbtm0z/NtQKNTlT0XpBHo0U9qmVSeOVUQcrVwqHo9jbGyspe5Sdi1L0kKZrUSxWEQ4HEYkEoHX60UgEMC+fZdD6bRMHLugjdeKgkixWEQoFEIkEsHg4CBYlsWxY8csN9kpx+rlVEDppigYDPbUdWNEtwWMZjk85fX5moPHKIdHE3m26kr/ZoV/7jmsfe4ekKo8O4Xnsfa5ezDx8EPwvutdmPROQiXGwuux8zO4ongdZJYDA2COB5Z/LmFl4AL+fXkcSWa6QpBiGAY7r/g8zp//36CS2vIsBm4E2N+FGuEx55sDwzBYX1+35DmtkF4vCV8NYBgG+fVU196zPCDV6/XWDVsuF2/X1tbA8zxkWTYMW9ZyPKy4jVuBijjG2NFd3g/str8kk0lcffXVdR9nGAazs7Ntv+4tt9yCD33oQ3C73fjqV7+Kj33sY/jud7+7kaFSegwVcSg9wWwRR5ZlvbtRJ92lrOxoaYRVxk0IQSKRQCgUAs/z8Pl8dUOK7SbiWE100BxmWiC0z+fD4cOHwXEcTp06ZfkbcSs7cTTXTT6fhyiKPXXdGNFPF4rD4cDAwAAGBgZqHtPq8wuFguFKP83h6T29duIQQrD2pS8hPjQEYWoKHkHAZDKp94MioojYA1/CL/72cUxzuzDIDVWGGBOC//jmBBjcANFb+b0rHIdt0hKEt6bxhWkPvhx/G1/cMY0bx0otvMfG3oPFxT/GW2/9EWQlCwYMiKrCIXox+4v/BdyaD3nyJhiPE94T22BVBkbHmh6vhBAMjnUvS0JRlKYT80buvGbirVHYstfrtfSk1+pOWTOx+v2AGfQi1LiXdBJs7Pf7cenSJf3/g8GgHmCsMTk5qf9+55134u6779b/9vvf/37F3954443tD5zSdehZjtI2rVwEWm1v3E3aKZdqhtkiVKdwHIdCobGdu5cUCgW9XfX4+DgWFhYMbxzLYVkWPF8bWmlVrCI6CYKAUCiEaDRqm0BoIxp10TIDo6ybVCpVES7cL1oJVe7XOLT6/OqVfkIIZFnWg5a7ncNjlW2w2Xn9e9/Dv91wAySWLUXUMAAnSTj0kxfhi0QAAMXMOv7vZ/8Bry3dCM/8fwWz+igchRfxngKPLySS+BvHzcgyxreVKstiXzyCk7KCgkpw1/kofm9oCNvhxNSwC1f53o2rr34W+fwr4C++DeUHRXjWdoIBA6D0/RNJReGJCxg8YM1z3MzCItzeAciiUPc57oEBTO/s3rlko+6KVsTb8u45sVgMgiBYOmPLbs4KirnYUcSZmZlp628OHz6MN954AxcuXIDf78fjjz+Ob3zjGxXPiUQimJ+fBwA89dRT2Lt3LwDg5ptvxu///u8jlSo5CL/zne/gwQcf7MInoWwUKuJQ2sZqk0Sj7lLNyqWaYRVHS7uYMe7qdtXtup6sIoq0iplOHFVVEY/HEQwGIcsy/H4/jhw5YutVR6fTaQnBtFHWzRtvvNGV92jXddRJJk6/YRim4Up/eRvVQqGA9fV18DwPSZIMSzmskMNjVXq1TVZWVvDs2bOQqzrVyRyHU+86hmPPnYIvEoFCiti3/n9hOPENRAdvxZuTn8Zt/BfxUOz7iJNZiEzjElOZZXH966/gxck9IK+m8N9kgkFnqTPVsMeJ+07swXt27Yf6rw6QbJ3rmEwwc84J8qvW6dalwTAM3vOf7jTsTgUATs6F93z0zq6OWyun6gXNQtSrWySn02nwPI9isaj/rRlhy1TEqcXq1xEz2QoiDsuyePTRR3HzzTdDURTccccdWF5exn333YdDhw7h1ltvxZ/92Z/hqaeeAsuymJiYwNe//nUAwMTEBD7/+c/j8OHDAID77rtPDzmmmIt97/wplkdbQe3FBXuj5VLNsHp3rXr0S8QhhCCdTiMYDCKdTm+oXbXdRBwzxqs5nGKxGCYnJ7G0tGSYa2JHzCyn6keHqXLavZHeDKG+jdqoGpVyFAoFXdRzu916acRW77jTq/2AEIKTJ09CrvP6CsvixUOHcHzlm8j+poybRiQoTAEM/h8U1H/E+4MpeAhBDoNgmnSZYkCAZBHcpTUwaum5+XcE8YKk4LNPnMMjNy7gWrGxSO6UASVcAOsf7OAT95btVx3E8U/+Dn702NcgFgr6MeweGMB7PnqnYXvxjWBmzkmzY1sURf3YTqVSCIfDEAQBhJCelmDStuu10FDj+thNxEmn0x219z5x4oTerUrj/vvv139/8MEH6zps7rjjDtxxxx1tvyelt9AjmtI2rU5wut3hiRCCtbU1hEIh5HK5DZVLNcOuTpxeCwyiKOohxYODgwgEAlheXt7QpNduIk6/nDjlbdiBUkeAxcXFtm/Y+9XVplPMEHE66TBlxnbcDCJOI5qVcoiiiGAwCEEQ9Bwenuf1SWB5Fy07ZHVYkUgkAlGsDRQGSlVVseFxTGzLIvlLKhwcUJ5qNpNJYUzOAACGkAdB4+NDJQzO8TO6gFONIKt44Lm38U9koOErEQb1nToWYPtVB/GbjzyK+IU3kV9PYXBsHNM7d/Xk/GHVsFqHw6Efk9WUl2BqDr1kMtkwbLkdhx514tRCRZz62EnEIYSAEEL3bwoAKuJQOqSVyUW3RJx8Po9wOIxYLIaxsTFs3759w+VSzbCriNOLcauqqocUi6JYEZzbDey2rXvdASybzSIYDCKZTGJ2dhbLy8uGk9xW0LKprHzB75cothHXjXa+68Y5p53X2ewiTiO0lueDg4Nwu90VLU4JIRUdd3K5HOLxeN0cHk3sscuNuhHd3P/O5gQo4Z9ipriGYsFl+LpvT8zih7uvRpFl8d8cfwsHUyu0uosqCFPaPwOIwg0RRdSG12usKV5ILNvQsZOVFJwjCpYbtDBnCMAMW/u7ZBim7TbinaC1ELcTzUowFUWpcOhpx7YmNtYr09Kuc4QQSwpbZkJFnPpIktSRi9wMtPsBKy/MUfoHPaIpPWMj4cDahCsUCunlUgsLC32bjNo12LibgdL5fF4PKZ6cnMTi4iKGh4e78trl2NGJIwj1gys7QSsPDIVCcLlcCAQCWFpa2vCNqBYabGURp9dOnE5cN9VoY+z3xMDKnbv6hZGQxTAMXC4XXC4XRkdHa/6mfJVf66bVKIdnYGAALpexmGElNjq+76/n8e2fPoV7X3sEw3IOBAyiZBpEvQXAZVHk7YlZfGfvIcwko1jM/wIYUEBmartniy6H7phhANyCf8U/4H+CjFqBxSHL+MXoDqBJlbLDwSDpANBA11U5wOnrTNjebCiKAre7cRaR3XA6nRgcHMTgYG25XHXYciaTwerqKnie1xcseJ7HhQsXLBW2bDZUxKmPnZw46+vrhtc8ytaEHtGUjmjHidMq/SyXaobd3CHdolo8CwQC2L17d08nr1Zr2d2MbolO1blCnQoMjWBZ1vLbthed7LqddWNWwPBWduJsBJZlMTw8bCg6q6paIfBoq/zlOTxmhLE2Y6P7wffX83jihSfxyMUvAEMKlKKKkayMRbwNDwRI7wgvBMBb3iHc+fdfhrsowAkVl8gcIu5pbHtvBCPb8++MB3jJ5UJicAA+UcZVYhF78BY+iH/Bv+CXIMANBgSEMGAEBedmduDswjJcLyYajlMF4H/3PPD9GCAbfGaWQfIAMLmFJ+TlWLWcqle0Erb84osvYnBwsEbA1dx91ce2FY7vXkNFnPpIkmSbbdNJe3HK5sUeey3Flrjd7pZEHDPKpZphRot0syCEYH19HaFQSBcT+ime2W11bKOiU7FYRDgcRjgc7lquUD2s1r7biG6OsRuuGyO65Yhp9zumIk73cTgcDVf5RVFEoVAwDGN1uVyGYaxWdroBpc/1dyvfwicH/hjnli+XDbAywZVv5HBL6rKDJqfIuPl7T4BTLgvVBA5IsgMXvhPAzl8OIjjN4x9SLvAqA8ekB4xKMKyquC+xhvfyb+F38TWEMIeMOggPz8MzJuHd1/0TBgAoLAMo9ffpYbcTB6+fgzw5CP6ZSyBlIceM2wnnL81CkMM92U52ZKuJOM1gWRZOp9Owe0912PLa2hp4nu9L2LLZUBGnPnZy4sTjcUxNTZk9DIpFoEc0pSNamYxwHIdsNmv4mNnlUpuZVktoRFFEKBRCNBrF0NBQT8WEzUQnThzNZRYMBpHP5+Hz+XDo0CG4XPXzI7qBHVxOGxVI+tFhSuu012+oiNPfbaCt1JcLf4QQvBTOIp4VMe5xYHasVE6ZzWYRi8UgCIJ+vjUKWu7W5KA6E4cQgkgkgnw+j8HBQczPz9fd50+vfg//WX4IshtAWdaMwgIv7xvBgXMhfDD1L3ia/BI8b71dIeBUjEFxYOUH8/i7G0OQyqOHHQwKDgc+OzONP17N4D28CD8SCDiiwCBAMIj/dyyONyf2I+waxKPPnIco1x5PHtaB+07sKWWmLI6AvWsflHABJCuBGebg9A1AEAQw5+k1SoOKOJU0Olc0C1suz9nK5/NIJBJ6zlb532oOHruUYQJUxGmEnbZNMplsu704ZfNij72WYkuqnThWKpdqFat39jFCKwUzEnFUVUU8HkcoFIIkSV0PKd4IdtnW7QgjgiDoQtno6Ch27NjRV5fZZhZxeuW6McKsbBoq4pjLD8+v4f5nXkdWVMCgVEI07HHivhN78N7FuYrnVufwaKv81d12yoWeTieAKysrOHnyJERRvNzC2u3G8ePHsbCwUPFcQgik8IPgGGNhRnUy+PnuIbzrhbfwH6Wn8E9kuWGjcEl0YnTdjcRYrctWcDD4wtQ8/v78RzDC/Qu8zh+XHmAYLKkp7BofAsaHsOB16dvVgVIJ1bBb264T+usxDFPTRpyKFpVoAgOlRKcZcM1ytjYatmw2sixb+l7bTOwUhB2Px2k5FUWHijiUjmjlxlPLxCkUCgiFQojFYhgdHcW2bdswNjZm+Qm7Job02i3RbbRxl1+wc7kcgsEgEokEpqamsHv37p6EFHeKNkm2yg1PI5o5cbRuXsFgEMViEX6/H0eOHDFlpccOIk47Y+yH68YImoljHmZtgx+eX8NnnzgHocoxUpAUfPaJc/iT2/ZVCA6NcniqJ4CxWEyfAGoZH9WdtNxud8XEQhO533zzTTz19L9ArXLLSJKEp59+GrfcckuFkJPPvwyHmmv4WWWWQWaYRWGVBetwoFEaHGGAAaH+eTrnUPCKx413q2tlf0SgDs3q//vexQmcvOsIXg5nEc8WMT3swgHfcEvHsV3E/n5BRa1KehXk3yxsubxMK51OIxqNQhAEvXtYvTKtfu3Lsizb4v6K0phEIoH9+/ebPQyKRaAiDqUjml14ZFlGPB7H2toazp07B5/Ph6NHj9rqImJXEUcTGbSOR+FwGCzLIhAIYM+ePZa84eM4zjY3GfVEHE2sXF1dxeTkpCWEMjuIOK24XPrpujHCTCcOpf8QQnD/M6/XCDgagqzi/mdex8m7jrT0HTWbAJYLPNU5HVoOjyAIePpSFOe+9Sy8dcqdZFnGyZMn8fGPf1wfV1FKwME4oDbRwUSXA8MDLpAGrb2BUnvvgqf+OYUBgzUuDlfx9cuf0T0Cde5g5fMYBlf5a9tLN4OKOJXYZfGjX5jRjbG8DHN8fLzmcUmSKo7xVCrVMGzZSMTdKLIsW8JxbTXsJoImk0nqxKHoUBGH0jWqy6VmZ2fh9Xpx6NAhs4fWEZqTyOjG26oQQiDLMt544w3IsmyLkjWgNMmRJMkWrVLLnQGqqmJ1dRXBYBCEEAQCAdxwww2Wuam2g4hTz2lhluum3hi3StC5Fem3E+elcBZZsfFxkxUVvBzOdiRElMMwTMOcjmKxiIsXL+Knaxn8a+IXOCI37pooiiKi0Sjm5+cBAC5uCmhYIFWCk1kM/tofwv2XT0IWhbrPK3IEidH6DQsICK4g39bbkRPWA+H4Q7X9yTvETqUP/cBuk9BeY4aI0wyO48BxXN1ueeUCTzKZ1F169cLUPR5P285euyyS9Rs7hRoDtDsVpRIq4lA6onwi1ahcanV11cRRbgw7tRnXsldWV1fBMIzuBLHLiqXmxLEDDMNAURS89tpr+qrIvn37LCn22UXEKcds140RZnWnopizzRLZIpq9qwNAPNu8+2I1hBCczYuISzKmORbXDLrrfsYLFy7o2TcFleAoUcE22Q9VVcWZM2cQCoXemfANgoEXQKHu3zhVB1zv/wuou34J7/lPkzj5l/8dilT72ZycC69em0GjjTNMZFzneBOEGwRxj0A4/hCUhQ80HHM7qKpKj6MyqIhTiZ1CaoHStWVgYAADAwM1j1WHLedyOT2LxyhsuVHWFnXiGGOn9uIADTamVGKfPZdiKVRVRTAYRDgchsPhqFsu1WqnJCtidRFHVVXEYjGEQiHIsgy/34/rr78eq6uruk3XLnTS8anflHdUE0URExMTWFpasvQNtNPprAgXtyqEEASDQUu4bowwKxOHYg5Twy40+7pVANPD7ZXafn89j8+/HUdGUeEAIBPA42Dwv86P447ZysDzlZUVPP300/p5sdXpl8PhwMGDBzEzM6Ov8Kvk01hfewDEINyYIU5Mbv8i8lPvgocQbL/qII5/8nfwo8e+BrFQuBycPDCA93z0Tuyd4XHv8/dCVMSa13I73bjnyjsgHpyCOjRbKqHq8jFMy6kqoSJOJZupvKyVsOXyMPVMJgNBEAyztrR/dzqddH8pw25OnFQqhcnJSbOHQbEIVMShdITD4YAsyzhw4IChDVxDK0lq9Byr4nK59M4DViKbzSIYDOoukKWlJQwNDemPcxyHQqH+qqsVsaqIQwjRnSHr6+t6edrp06cxOzvb/AVMxupOHG3b5vN5iKJoCdeNEWZl4lDMCTa+yjeMYY8TBan+sTPsduKAr/XMq++v53HXm6sQqj6LoBA8FEziq5EUHtk5g/eNDiAcDuNb3/pWR+dEt9uNubk5MAyj5/DMZkaQfy2LXyy4ILOXBRBWJlhaKSAjreH8+vmKHJ5Dd/42imsJqKKAsekZ+Jf2gmVZbAfwwJEH8MiZR5AtZt/J21Ex7BrG3QfvxtG5Y+jlmZw6cSqhIk4ldl007ASn04mhoaGK+z+N6rBlWZbx1ltvNQ1btpOg0Q3s5FAihOjfHYUCUBGH0iEMw2Dnzp1Nb67tLOJwHIdcrnFXj34hSZIeUuxyuRAIBOq6QKwqiDTCamOWJAnhcBjhcBherxeBQAD79u3TJw9aRorVb541J5yVMMq6SaVS2LVrl9lDqwsVcbYWDMPgvhN7DLtTAYCHdeC+E3taFhMIIfiDt+M1Ak45KVnEQ8+fxUsXXgYRxY7OhwSAUJRw4cKFyx2qCIHn5OcwkMtjKpFHZpiF6HLAXVQxkpXBAJgU/hQzH38BeEcwKxaLpcnfyEipjIPncfbsWX0CMe4dx5ev/DJCagg55OAb8eHA1IG+iCs0E6cS6kyqhGa/lKgOWw4GgxVdjcrLtMoD1WVZhsPhqAlb1l5rs+1rdnLiaPOtzfYdUDqHijiUjmllhVQTceyI2WOvDoqen5/HwYMHm4b/Wr0MzAiWZU0fMyEEqVQKwWBQ397XXXedYXcylmX1mnQrYyUnTqOsmzfeeMPk0TWGBhtvPd67OIE/uW0f7n/mdWRFBQ6USqiG3U7cd2JPRXvxZpzNi8gqVfsPIZjJpjBQFFBweeARc3j/ay9CIq2dU7Qrb/ntPANALooVrcYdkdNgxKz++GjWoKRKzMARPQN1/lq9DMPtdmNsbKzmueWTvwAfKP1+icdPLvykJqNDa5fOcVzXJh5UtKA0QlEU6lQwoPqY0cKWR0Zqg9mrw5YTiUTTsGWv12tL8UySJEu6f43IZrOG3xdl60LPdJSeYrYQshHMEkN4nkc4HEY0GsXo6Ci2b9+O0dHRlm9c7Sri8DxvynuLoohQKIRIJIKRkZGKYO56OJ1OW9hwzRZx2ukwZeXJWTczcaz6Ga2KGeVUGu9dnMDJu47gpVAGZ2Ivg+GyuNYXwP6J2jbCjYhLMhiiAO+0796ejOK9b5yFS5ZAwIABAasocDRp711NvT2pvNW4Ix9rnkvDMHDkVtGKTNlo8led0RGNRsHzPIrFYt1Wyu2u7lv5PEExH0VRbNHlsp8oitLWMdMsbFl36vE8stksYrEYBEHQS9nqlWlZ8biVJMmwa5gVicfjmJqaMnsYFAtBRRxKx7RyQrZqrkwr9FOA0lpVh0IhqKoKv9+PI0eOdLSiZLXSpFbotxOHEIJEIoFgMAhRFOHz+XD99de3LMpoThyrY5aI026HKW2cVl1BpeVUW5d/X/13PPLyI8hKWTjgwN+sXM5/OTZ3rKXX8IqvQCFDALzYnozi+LkXwDXbnwjBZDIJjyBA8HiQnJxsKyRYazXuH5xB05RmQqAObTzjq1FGh6qqpS5bhYJhK+XyENbyn2q3ox3KWCnmsZUycVqlm9fWZk49WZYrXDzpdLpCyDU6zj0ej2nHtJ3KqRKJBBVxKBVY846ZsmlwuVzIZrNmD6Mj+jEBzmQyCIVCetvAvXv3brhVtdnui07gOK4vY+Z5HsFgELFYDOPj49i1a1dH9lTNiWN1+rkvtOO6qcbqIkk3x0edBL2HEAIlXADJSmCGOTh9A6VtTggckdNw5GNQB2egzl/bUBg5FT1l2ImJ50sdmh448kBdIYcQguIrr0BJxDE49EV48TAEePDe1882FXDmwmEc/smL4MqEbYnj8OLhQ4j4fFDAQAUDroF3hmEY5HI5qIvXgriHwUj5us8l7pFSJ6keUl5qVfP+Zav7hUIB6XQa0Wi0IoRVK80SBEE//1pV9NMnwS4AACAASURBVKWYBxVxaunnscKybFMhVxN4UqkUwuGwHqjOcZyhkNvLsdtJxInH45ienjZ7GBQLQa+AlI5pZSLidrtt68Tp1USrPDTX4/E0DCnuBDtOEHvpxNFasQeDQd3ldPTo0Q3d6FEnzmXadd0YYXURp1uZOAzDdHR8bmXhp91yKul8BoVnLuI1nMcam8aENIq9zCJGr7uAwVfuByNmSsINISDuEQjHH4Ky8IGa1yGE4OHTDxu20gYI5pwF/ONL92H/wB8jm51GoVDA4OAg5ufnIZw6hfUvPQg1l0NxhwL5zizuzPwFfpD6ZbiLIgKIYAh55DCIIOZQXhjFqCr2vvZzDFSVl3KyjGPPncLz738/Ts5ch0XlYv16qnfGPzQ0BDAMhOMPw/v0J8DIQu3zWA+E4w91vRV4O7STw5NOp1EsFvGzn/1Mn7BrZVqa0GPl8o1uspXPC/WgIk4tVhE8mwm5sizrx3mhUNDdevXClr3e/5+99w6T667v/V+nTNud7U27O6uyWhWvGpIlVwzY2LEwtoMfCDjUxBgc4uTh3gSMwAS4BALhB2kXLoGLIYDDtSkBYwgyMsU2xrjKTbKtrp2ybbbMTp9Tvr8/VjOa2Tk723dnpPN6Hj2Spp45c75nvt/3eX/eHw8ul2tBY6CSRJxsR1obmywrP6ptzmmcTmfF5bNMZTEmSkIIRkZGCAaDJBKJkqG55yNLUQIWi8UIBoO5qxebN2+2vDo0H853J85CXDdWKIpS1iLOSopMWRHDXqzNjHZsgt/+4n7+d9t/EpeTSEiYCGpMhU8+G+C1qcJug5IWx3P/bSRv+FqRkHNo7BAxvbg74QVug7c2ZPDIgrHRJu769i8wDRVZcqBIMk5JYtdvfkNz1QBGO4y0Onnph+uRtQTvbPwh1zYcxi2lc1k4KVz8jKs5yjoAFMMgM83vgmoYvOb553nLT/+er37t66STiWn3RbbVOIDR/XqSN3wN94F9sxaxyon8HB5N05BlmY6ODqA4hycSiZBIJNA0rSiHJyvyLHThVy7YpWXF2CJOMeUi4pRCkqQZ87byy7SGh4dz5ZjAtGVaMx0LlTSGwuEwGzduXOnNsCkjyntU25Q1s5kEORyOig02hoVndeSX79TX17N27Vpqa2uXfAJZKS2wsyyWiGMYBgMDAwSDQWRZxufzsWHDhkXfD5XixFls8WExXDdWlGMr9HwWM9h4roJMpY3lxWa2ThwhBA/9+r/5bPvXyciFFw5SCnyorZ4vDem8JlnoRpH0FO4D+4ifabGdZSQ5UhQ0fIHb4M+b0jhleGrkCupecrNR9OUcNSYS3oYg6f/ZT1gywBQIxWBD5jTaE17eIJ/AIRWORxcab+VnfJ/rOco6BOApEfJuxqLoL73EdXuv5f7777c8b6qqyjXXXFNwnBndryf+/ieQBw5Ohhh72yZLqCpMzJg6fmbK4SnVZWe2OTzlyvl8XpgOW8QpphJEnJlQFIXq6mrLuIGpYcsTExMMDg6STCYxTbNk2DJUjnvdduLYTKWyR7VN2bOYi5+VIBtuPJcfQMMwciHFwKKU78yVbIeqSunSsNDjJF9caGtrY9u2bZaW3cWiUpw4izE5WWzXjRXlXk61WNun6zrRaHRO5R6Vfg5dLvRgnH+t/06RgJMlJct8urmRA/5QURVSfovtLE2eJnQzX1gUvK0hg1OG8ZEubjv0IB5SBY6a33p34uk9gqKcfZ6CQHHquF87RuSwQvNY8XHkQOd6HuSfuRWnptE4Ojr9B5VkzOFhuq+8khtuuIEDBw6QTqdzYpfL5eKaa66hu7vb4rkSZvuuWXWhKlfmIoLOpstONmh5ag7PSuRzzBVbxCnGFnGKORdEnFLMJmw53603Pj5OMplE0zQSiQQvvPBCkYNnJcOWpyMcDtPa2rrSm2FTRpy7o9pmyTkf2oLOtl23ECIXUjw2NkZraytbtmyxnDwuB5Um4swHXdcJhUIEg8FcttBiiwvToaoqqVRxvsS5xFK5bqwo93KqhWbixGIx+vr6GB0dpaamhnQ6nevWkT95zJZ7OJ3O3HG8ki22K4lDQy+SkKd3sABEZZkXXE62p6e4Qy1abG9p2IJLriZtTo7zNU4TtyxoHM1w+eFDuCl8DRca1yd+xwuRGkYai8uhTEXi5Q1eLn9izDLKxk2aDkL4Dp4qFXUDwkQ+czW2u7ub97///QwMDBCLxfB6vaxataoif2tny2IJF/kLv4aGwpbx+fkciUSCeDyec/GUUxtlwzDKbqG50tgiTjG6rp/XpfuqqlJTU1PUSlzXdZ577jl6enpyAs/o6CjJZHJFw5anwxZxbKZiizg2S065tw8uxUwiTiaTIRQK0d/fj8fjobOzc9mEhFLMVnyqNIQQjI+PEwgEiEajtLe3s2vXrmUXqyrFiTNXlsN1Y0UllFPNVcQxTTO3LxVFoauri82bN+eyOrKPSaVSOTfA0NBQrtwjm+eRSCTo7++ntrb2nMrzmC2zFbFGHREkUXq/yAKGLRZ4whQcTDQz9HKY5hon2ztqkCSJd63/IP/npb9HyBq9bgMngg1HUriFdYmwYgo2H4nx6MUNlmVKuioxUaNSFy0+d5hInFrdRe/+w6U/g7cG55Ytuf9LkkR7e3vJ55xLLMcFoZnyOaa2Uc6/sj9VmF2sAFYrbCeONefT+XE26Lq+YhcUyxlN03A6nSXDlvND1aeKuflBzVkHT1VVVcFFmMVkdHTUbjFuU0DlraptyoZsp5WZJtjzKUkqF7Lbno8QgnA4TDAYJJlM0tHRUXYhxZUo4pTK/shkMgSDQfr7+/F6vfh8PhoaGlZssrYUQcwryXK6bqyohHKq2bphEokEfr+f4eFhWltb2bp1a24CPfU1SpV7ZNuxHjp0CNM0c5PHrAPMKrDV7XaftwuYlo4OzFdKf0emBC1nxEIBBFjFH4ytfEN7A/5fppB4BcM0qXZI/I/L27h595WY/32Ixzbcw1W1BvVRHccMYqNqmNRGdSZqrTuepJ3Wi25VVXnrrkvp+OQeRvd9FGHR1VFyuaj/2EfP2+8YysPVO1Mb5ak5PIlEIjePcDqdBV20suN2PmJMNu/DxqYU53o51XyZqTOVJEk4nU6cTid1dXVF9y9V2LIVQggMw6iYTlo2y4M9qm2WnKwQUolXAvLFkEQiQTAYZGhoiIaGBtatW2d5Yi8HKlFkyG5zVgzLdvQKBAIkk0k6OzvZs2dPWfyILUfr7sXEauGzUq4bK8q9nGomkSkrsvT19SGEWJRA7exVPrfbTVtbW8H5UwhRMHkcHR0lkUgUBbbmLxbLscZ/Nsz2eNzauJUaZw0p3aol+CQ1psm2dIYjrOVn4mpiVJOSVXbLIbYzyO+1tQTNOmqMOHf9epgnf/cQzVVr+ON2Nw4piSsz8zEqoOTjprtPcdexvvtiWC/R+I+fP9OiPAqSDMJEd7po/dQn8Vx++YzbcC5T7u6TmXJ40ul0gYOnv7+fZDJZULoxVeSZbtFX7vvCpjywRRxrFtpefKaw5fyxPjVzS1XVIgdPtkzL6jdPCFEWArZNeWGPapsFMRcnTiWiqipDQ0MMDg4iSRI+n4/u7u6yv/pViU6crIhjmiaBQIDBwUHq6+tZt27dsnT0mguVJJJNLWdcadeNFeVeTjVdJk4qlcodq42NjYvaxj7/vaeeY/NLNqYyNbB1fHycUCiUq/HP2senLhTLeTE4GxeUJEl85KJ93PnYnaRFsZDjMBXuGErxktjIf7EXXZo8hzvPJOE4MLnKcQwNGUWYKKk4ciqDor5M/ck47qiE4VZQROnjVGJ6t42iC2otSqmE6iZ1zedzJVieyy/H/bP7yRw6hDk8jNzSwvOJBGsuumjG/XCuU8kLmWyJpNvttszhyS/diMViuSv7Vjk8VVVVuVwtm0ns7DBrbBHHmoWKOKUoNdahdNiyJEk89thjHDt2jHXr1tHT00NXV9e85hb79+/ngx/8IIZhcOutt7Jv376C+//pn/6Jb3zjG6iqSktLC9/85jdZs2YNMDl33LZtGwCrV6/mpz/96Tz2hM1SYo9qmyWn0kQcIQSRSIRgMMjIyAgOh4MdO3ZUlJPI4XBUVPCuaZpomsYLL7wATHb0uvjii8t24lFJThxFUchkMmXjurGiEsqpstuXdYj5/X7S6TQ+n29Ju8/NNdh4psDWbEeObCvWgYGBAifAVHGnlBOg3Lhs1WV89tLP8oVnvsBEegJJSJgInCmVNz57Cf3jF7B/62GijgHchpvGdCMSEgiBnIqjahpuLY1zdBDJMGiZiLPNP4jDkJBUB5KkIN4gg3v6Y1VXZCZqis9bpiYx9vsmoiKOWzYQTGo2am0rqWs+j9H9+oLHS5KEa+vWszc8+eRi7aaKppJFnFLMVLphteibmJggk8kQiUQKyiuzIs9SZXOUK7YzyRpbxLFG07QV2y/ThS3D5HHc1NTEs88+y/Hjx/nFL37BiRMnOHLkCDt37qStrY3u7m7Wr19f8PdUkccwDG6//XYOHDiAz+djz5493HjjjfT29uYes3PnTp566imqqqr46le/yh133MG9994LgMfj4dlnn13aHWGzIOxRbbMgZjNBcDqdJJOlu4aUA9mQ4lAoRHV1NT6fj9WrV3PixImKEnBg8geiEpw48XicQCDA8PAwkiSxdu1aOjs7V3qzZqRSnDgTExPE43GefvppOjo6ysJ1Y4WiKGV9vGadQidPniQUClFXV0d3d/eylFMuZneq/IXi1FasU50A0Wg0F7Scb/+eKvIs9SR4rp9/9Vgv73jmk/ilE8TVUVqGJugekBl2Pcw3XvdrYlUyCBCSwGk6efXxC2g/PUGz2opbqSalm4zqGi0TcXadGkTJvncGQKb/8Xp8l48iW3zslOTkpbp2XOkJdFVGM2SEBEZGwf9wO1G/l6OsYpU7Sq3bZMsfv4eWV7/NMgTZxprzdaFutegbHBwkmUyyevXqgoD0qdkcUwWeSi6vLIXdmcoae79Yo2laWc6HZFmmu7ub7u7u3G1PPvkkd999N3fddRdDQ0McP36cEydO8Pzzz/OTn/yEEydOEIvFeN/73sdf/uVfAvDEE0/Q09OTe52bb76Z++67r0DEufLKK3P/vuSSS7j77ruX6VPaLAa2iGOz5DidTiKRyEpvhiXZLItgMEgqlSrKXclkMhXlIsricDjKVmQwDIPBwUECgUCuRG3Dhg0cP368LPJuZkM5O3GmZt14PB42b95s2WWlXChXJ062G9qpU6cYGxujubmZiy66aFmP0+VqMT6TE6BUl45sqUdW4Mmv758XQiD3P4McH8KBF0RxRw4hBEYogYhqSDUOlI4qgi9HeOi7xzA0waaRCTYd+QGqnuSZbsHXrxVoDgF5jcQbw4Kd/bVc3P5WHLKLrD1GM1NknvkOihgoet94v5vAo42sumgc2WtioCAJ0DWFqCLRnQpS84ROxOPg8cTrcW19LSd+9RjpRBKHe/K7jHqaeNW7bqVl+8757Z/zmHPViTMfssHGs83hSSQSjI2NFZRXVrr7Lh9brLDGHjPW6LpeMXPObKMESZJoa2ujra2Nyy67rOhx+XOFYDBIV1dX7v8+n4/HH3982ve46667eMMb3pD7fyqVYvfu3aiqyr59+3jTm960SJ/GZrGwRRybBTFbJ065CSHxeJxgMMjw8DCNjY2sX7/ecpFbKY6WqZRjJk40GiUQCDAyMkJbW1tB1x6oHHcLlGcL0+mybrLdjcqZchNxdF0nFAoRDAapqqqis7MTTdNyteILYa7HTrnsm5laLmcFnkQiwejoKMlkEl3XLbM8PB7PtJNn5cSvcB/Yh5SeAEnCZZrUqVUYri9hdL8eIQQDvx8i8sgALlPQoEoIU/BCPMivRR1uQ2XjyGO0+H9OUkmjVXfz1esH0BzRwjcS8NYjF3FFy02ocuG2OGQnnl3vJ2n8O8bgi0XbGO93c3R/K5nbUij1BhlkJupUQEJSBQ7DZOPLCbbu2kvdVW/hwmvfyfDJ48THx6iub6Bl3fqyPIdUAvaC9CyzcSXNJYcn675LpVKW4mz2T7kufG0Rx2YuLGUmzmIzMjJCS0vLjI+b77nx7rvv5qmnnuKhhx7K3Xb69Gk6Ozs5ceIEV111Fdu2bWP9+vXzen2bpcEWcWwWxGxOGC6XqyxEnKxDIRgMoigKPp+Pnp6ekpOgSrUbl4uIo+s6/f39BINBnE4nPp+PTZs2We7XShJxyoXZdJgqZ9dQlnIJNp6YmMDv9zM+Pk5HRwcXXnghTqcTXdc5efLkimzTcjlxFkKp+n7DMAoEnvwAx2wHruyfxpGnaPrV/0TSz+Z5SYBLTyDuv41Xtt3F9x+pZiytU2NKtOuCE2qSBzwp0i4PXYmTXDH+EP1KmnBXCzIw2KSRUYvzwVrGnFxed12RgJN7X9WJe8c7if9yn+X9SBKJMQep9SrkvYRAIu1QOLTNy4bW2JmHSrR298x6f9pMz/laTmVFtsxxvsw1h2dsbIxEIoGu68iyXFCmlRV6VjKHxxZxirFFz+mpJBFneHi4oLxqNnR2duL3+3P/DwQClnEFDz74IJ/97Gd56KGHcLlcBc8H6O7u5nWvex0HDx60RZwywxZxbJYch8OxYiJOthwiGAwSiURYtWoV27dvt+zqci6xkgv3bDB0IBAgEonQ3t4+qywWh8NBIpFYpq2sbObSYaoSRJyVbDFuGEZOCHM4HKxevZre3t6Cie9iumHmOqmuBBGnFIqi4PV6LTtrGIZxNssjkaD2ob8rEHDyuSf2Rj77qCCtxJGqJsUSVYAmKehSNWsSp7l6+AEc2e5R8mThVMIZB1EsDvcm1uGUXUW35yM5q5Ab1mGOFQt4UhpENQUCTj6mInFy4v+xQ7zHXkQtIvai9CyGYeB0Opfs9WcKX80XeLL5Wel0Oheuvtw5PLaIU4y9T6ZnJYON50o4HObiiy+e03P27NnD0aNHOXnyJJ2dndxzzz1873vfK3jMwYMHue2229i/fz+tra2528fGxqiqqsLlchEOh3n00Ue54447FuWz2CwelXH02pQts5lMrcSEK51OEwqF6O/vx+v10tnZyZYtW+a1Ldn2wpV09W8l9rlVMPRc9nm5h9tasZwLitm4bqxYSYFktqxEyVA8Hqevr4+RkRFWrVrFjh07phXCFltImctxU+kiTikURaG6uprq6mrk0NM4DOsA/Lv1P+KTvAlj6jlYAh1ACLZOHEK1aP/tSSsIi13tUbwIZtivQiC767A8MmXIbCj9fN2IEo+/iNe7rfT72MwaW8Q5SzYTZyWQZTk3dqcihCCVShU4ePJzeJxOZ5HAsxg5PLZgUYzdmao0lTKvn205VT6qqvLlL3+Za6+9FsMwuOWWW9iyZQuf+MQn2L17NzfeeCMf/vCHicVi/Mmf/AlwtpX4Sy+9xG233Zabm+3bt68gENmmPLBHts2ysdSTr2xIcSAQIJPJFIUUz5dspk85ptivNEIIRkdH8fv9JBIJOjo62L1797yuDpZzGLMVWYfLUk+Q5uK6saJcSpVKsVxuIdM0GRoawu/3I0kSXV1d05b35bNY5y1JkubVMrzcRbjFQI4P5bo0CeCYpwtfepBTRif/oP8pBmcWZ0KweawPSQiO1ftAVpAQPNB6DW4zzZXhh1ib7Mu9bsu4E8WQ0NXCfX6qbgRpdIbvVZIwU9ah/JnVM3+HEhIZbXjGx9nMnkq7oLKUlOu+kCQpJ8xMJT+HJ5FITNsFb+qf2czjbBGnGFvEOTcIh8MFTpnZct1113HdddcV3PbpT3869+8HH3zQ8nmXXXYZL7zwwpzfz2Z5sUe2zYKY7eImm3eyFPWnsVgsF1Lc3NzMhg0bLO2/8yWbL1NpIs5SOohSqRTBYJCBgQHq6upYu3YtdXV1C1rsVlomzlKKOPN13VihqmrZizhL7cRJJpMEAgEGBwdpaWlhy5Ytlp1cyhFZls9ZJ04+ZnUrCMGDjRdzX8tVfOHol3CbGb4pbiKDQosUY8/gS7z9mV9wuGE1X9z9djRlcuwJJHRJJiY7+EXrH/GGoV8WCDlYDJuXPaeIqkkazelLqtJmmnisD4csTTauAmRTIANS9oYSCAROx9yuntqUxnbinKVcRZxSzCWHZ2pI+tQMreyfbA6PLeIUY4s41pimWVHnkdHR0Tk7cWzOfeyRbbNgZnNlOetmWSwRJz+kWFVVOjs72bBhw5JMaFYy02chZEWRxaqZn+p08vl8XHzxxYs2Qag0ESe7vflBcAtloa4bK2RZLvsytaUQcYQQhMNh+vr60HWdrq4uLrvssopc9JxLIo4Qgv7+fuLxONXV1axatYrnQ1GO9nlJVb+JL2x+J79/6t14zAx9rCJQ08qF7mF2HHuZGx7fj2IYfG37m8go1uc1XXbwUPNVrPH/BxIwXJ/BkC32nwT/0vmffNz/PpwUv5ZhZnhi5AH6L1hDXSKNW9dJqSpOXWfX6SEcpySkJIgSw1NVaqiu3jrPPWVjhS3inKUSRZyZmCkkPb9Ma2hoiEQiQSaTyV20yv5eZgUel8t1zu2juWCLONZUUqhx1r22mHNNm3MDe2TbLAtZEceqfnq2CCEYGxsjGAwSjUZnzLFYLJxOZ9kvgq3IOogWKuIkEgkCgQBDQ0M0NTUtutMpS6WJOItVArSYrhsrVFUt+8DoxcztSafTBAIBBgYGaGhoYOPGjUtyvC4XsxZxhEDufwY5PoRZ3YrZvitXnlQunDhxggMHDuTCT0+nq/hdZjWaUBBIaMobUX83wkHW8XTVq/n3lvcQrnbTpr7CHx/YT1V9koPmehJq6XO+pnjY0PUB4uEHOO16cdI1Y8GT3kN8puv/8tf9b6dG90DWb5NJYD59N52JE4x1NZOodpCUVXTJhWmaHFRUtvYNUvP/IHKrhoUGhCy5WLv247bgsMici8LFfDnf9kV+htZUTNPk6NGjuflO1sEzNYcnv1262+0+5507tohjTSWFGmexf0tsplJZR7BNWTIXJ858SKVShEIhBgYGqKmpobOzk4aGhmU7oZVLu+65spDtNk2TwcFBAoEAMNlqcP369Us64amELkr5LFR0WgrXjRWVkImz0G3MCrx9fX0kk8lFd4mtJLM5vyonfoX7wD6k9MSkcCMEwlVL6prPY3S/fpm2tDQnTpzg/vvvz42ZgFHHb7Tus1k3AAZ0JRVeSn4IFzLXnc6gkMQlVePZ1Mpq5zMc1rqRzNL7Q5Ygpnq4vPVNBFMRhBSe9rFPeg/x7vUfY2tsLZ3JOl7zxBgbXpzsRtUKvP7IKdQ9GkZHPak3/AvuljYGjx8lNDKMczCM0+9HX/MIqBkkSQYEilLD2jV3Ul9/xUJ3m80UbCfOWQzDOK9EnFLIsowsy9TX19PQ0FBwnxCCTCaTc/BMTEwwODhomcOTL/KcC78ftohjTSU5cZLJ5DnfUddmftgj22bBzGZCNVcRxzRNhoeHCQQC6LpOZ2cnF1100Yr8GDmdTuLx+LK/70KZj4gTi8Xw+/2MjIzQ2tpKb2/vgtxTc6HSJubzEZ2W2nVjRSWIY/Mtp9I0jWAwSCgUoqamZlGymcqNmfaNcuJXeO6/rag1t6TF8dx/G8kbvraiQo4QgljseR544KGcgCOE4FFjbaGAA7x2ZJiLWYVQspNrBQMHCeHmQPTDXNvwBdrdozDDT4kJNCOhyip/7HwLPzefYoTpF7veFNz84+NsCFnH3HTUpeCtn8Do3jn5/46OgvszmQxjY88QjwfRdS+a5uPkyRTHjj2BoigFC8Psv+2F1fw5l8b3QljJ7lTlyHSZONmW5y6Xi/r6+qL7s0HL2RyekZGRkjk8VVVVOByOijgOdV2vmPy35WSpMjqXgmzep43NVOxZhM2yMFshJBqNEgwGCYfDtLS0sGnTJrxe7zJs4fSc606cqflCs+3Yc74zFyfOcrlurKgUEWe2uS9CCCYmJujr6yMajdLR0bEoXeiWi0XtTiUE7gMfKRJwcs/VU7gP7CP+/ieWp7RqSknXiCfOyVOfYnTURSJxFSDTwwleasigJauQ07WYqS5AQjYMelUfQlifd3Rc/DbyAd7d/D5qSZBg+iuTNUj0nhGIqlUnd8Q8fKIhRdpiHzg0wV/9zGRjyPq1FJeE+LOvYJYQwpxOJ21tl1hvd4mgVkVRihaHs+3EY2NzvpVTzcR8g40dDgcOh4Pa2lrL18yO36yLJ5lM5nJ43G53kcjjdrvLRuCxnTjWVJITJ7sesrGZij2ybRbMbJ04Y2NjlvdpmpYTEZxOJz6fj40bN5bN5GQhpWArSSmRIbsQ9vv9RCKRZcsXmg2VYpefSRxZCdeNFZUg4swGXdfp7+8nEAjg8Xjo6uqisbFxWffnShybpUQfuf8ZpHS09PPTE8gDByczcpYQ5cSvcB3YxwsiwVNOlbhLsK7eZCh8IT/wvo0LlSO4nU/zreZXGFSrcNceAwTC9JDqv4nWyAU4ROl9mxHVDOkb+JzjLj6gfZAUxUGPLuDDuJHOeGoMBVpa1/Keuue4d9xJ0pTQBZhn7u8aFmw5bb1/JaeDus/8I+b6V897v8wU1Jov8IyPj5NIJCwdAIZh5JoDVML50WbpsUWcQpaiO5WiKHi9XsuLiaZpkk6nixw86XQaIQQul8uym9Zyfme2iGNNJXWctZ04NtNhj2ybZWGqECKEYHR0lGAwSCwWo729nZ07d5Zl+nolO3Gmup80TSMUChEKhfB4PPh8PrZs2VI2i4KlbNu92KiqanlcrKTrxopKF3Gi0Sh+vz+3P3ft2rUi54msmFJWIk58aGaHjSQhxwaZbbGaEIKhE8dIRMapqquntbsn95mFEDwfijIcTRNJ6tS5VZq8DiLPPcjjL/2c/a3rSFX76U1neN/pOOFXdvP3195BbfwwVbUvcLr2GJqsIpEhW0klKRk8vv/Eob8TYjtm2jgSZiNXOh/n1xse4QAAIABJREFUy/q/8rHMB4iqNcjSZAlVDRIfxs2lnL3CKpDJeCL0Vpl8ypPidEZmVJd4OKZyKqNwokPmn26C9+03qU6DS3WjICF7a6j/2EfxXH75LPfc3Cm1QMx24kkkEiSTSTRN49ChQ2iahiRJlg6ebKtlm/MDW8QpZLlbjOcLrY2NjQX3Tc3hiUQiDAwMkEqlCnJ48kstl6LM0hZxrNE0rWIaHoyMjNhOHBtL7JFts2DmkomTSqUIBoMMDAxQV1dHV1cX9fX1ZT3xrGQRR9O0XOhrIBAgFovR0dHBhRdeuGitxxeTrHuoEiYdiqKQSk2WsZSL68aKShRxTNNkYGAAv9+PqqqsXr16xfdnNptmuRdNpTJxzOpWmKk0SwhMb9us3qvv+YM88t1vkEkk4Ix45Kqq4tXvei+/kTr4vw+epNml4HAopNIGfeMpZAQGLSC9AwISKClebv4BH+t+haRzEO/w/8Q0NU5Xp9Fk6+9PkjXGff8Fg9uxTqXJfhSJKnkUgCvl5/jeU3dybNc/M+Ly0nymhEqa8nxTjZOqOzH5PhKsdZmsdUGPGz43WI0sKby8yeRTW718vPptbDHbkVtacK6wuD21E8/g4CA7d05m8pimWSDwDA0N5RwA+SUe+QtEl8tVFucjm8XF/k7PstwiTinmmsMTDodJJpO5sOrpyizn+n1Xynxquam0ciqfz7fSm2FThtgj22bJMU2TkZERxsfHef755+no6KiozjGL2f54Ocm6nR577DFqamoqQjCrpDbjqqoSj8c5fPhw2bhurKgkESeRSOD3+xkeHqa1tZXt27eXTVeG+YYvL5RSThyzfRfCVYOkTZ83Jly1mKt2zvg+fc8f5MBX/wVDKywd1dMpvvLNH/DStl2Y23VOOxoQ6nrM0TS8kMIws+eTM6Kw4WBi8M9o1x6g03uUlJKieXiCvlYJrYRAYypJQjWnWRddN+1jXFKcNsdRADIOhYO9jaw5fC9btt2CpBZPyE05zWDvty11oXqHi3/e80HGRD3NnmZ6G3rL+tyYjyzLVFVVWQaWZgWe7AIxHA6TSCRyAk+2xGNqq+VK+ew2NtMhhKgYZ9JccngGBgbmncOTzd6yKaSSWoyHw+GcgG9jk09lHME2Zc10k79oNEogEGB0dJSWlhbcbjcXXXTRMm/d+YUQgnA4TCAQIJlMIoSoKMGsEkScrOvm1KlTGIZBb2/virtESjHXIN3lJtuJLh6Pc+jQIbq6utiwYUPZTcbnEr68mJT8/iSJ1DX/aNmdCkCoblLXfH7GkishBI985xtFAg6AvyXJY7ueRVcfR0xIuDERcjXpwB/TnKhllTSBUB30Ky0M46VTjnCZ4xTOeCskGkAyGVP89EkHZ/qk/N47ii+6FoeF6iIbGV7X9FUkCQwZDq310vJzg5roMyRTGdw73onkPCNquFR0Ncpg77eItzw/zbtJ+Dw1bG947QzbVVmUEniEEAUCz+joaE7gyc/wmCrwlNtYtLE5l5kphyd/DM+Uw2MYRtnOTVaSSnLiZLvF2thMpTJWdjYVg6Zp9Pf3EwwGcbvddHZ25jodhcPhigmttaKctz2ZTBIIBBgaGqKhoYH169fj8Xg4ePBgxQg4UN4iztSsm82bNxMKhcq+Vrlcj9lUKkUgEGBgYICmpiY8Hg8XXnhh2S4YF8uJM9fXmUmEM7pfT/KGr+E+sA8pPTEp2AiBcNWSuubzRe3FhRBkXnwRMxxGbm7GuXUrQyeOkUkmil470JLkN7vCmIqJJPIMLUaamtb/4FXmHtqTZ9ptS0NkUFEkgZJ7oAJCQVHq0FUFKOUIEwwIL/dVZ/ijhAOPALeeBiRUPcnljrvo8jxHyiHzcrcX+Qdu2qLJyc0ZfJH4b/6Omls/hOeyK0mrpzk2fiemKP5MZ99N4HSU99jNsljiYX6WjtV7ZDKZXInW2NgYoVCIVCqFEAKn01mU37HcIa02Nuc7M4m0+WM4EomQTqd55plnME0Th8NhGbRcSXPExaKcSu9mIhwO2yKOjSXn38i1WXQkSWJkZIRAIEA8Hqejo8MyfDSb0VKOWSwzUY7bbpomQ0NDBAIBTNPE5/NxySWX5H6YhBBlK4hMR7mJOKWybhKJRMWUKZULQghGRkbw+/1kMhl8Ph+XXnopiqLw+OOPl3VQZ8lW33Ngrgvy2TipjO7XE3//E8gDB5GiA0w446RrG3E6W6jOE5+Tjz7K+D98DjMWm8y8MQzMqioiN7yxwK0jKe0gV/H7bb/DVKw/s6EIDra9wCq/L5dD48R6OxvTjThMJ7qcnPYzCNODmeripMPkP6qjfOTwr+mJjeMyU7Re0El8d4I/NDcQVxRavivhOXTmOHG5UOrqCkKIHaIO5Tkvpja9iKMqNVRXb51+p55n5Gd4NDQ0FNw3U0irw+GwFHgqZZFkY3MuYDWGR0dH2b17N3A2hyeRSBCPxwtyeBRFsRR4zuVueJXyuWwnjs102CKOzaIQiURYs2YNdXV1054Ys+HG5SSEzJZyEnFisRiBQIBwOExLSwsXXHBBLvwyn0r5gcqnXESc2XSYKpdtrQQymQzBYJBQKER9fT3r168vygJYqcyZ2bKY2zcXV9+sxSNJYtQT5+Tgv2JEozAiAQJFqWHd2o/jOiQz+pF9iHR6chuAl9b1MFJbT93vHqdWxBhr6MVRfTVILgaqT5Jx/K7kW2bkDGOuMRrTjSUfJyGxM7yTx1v/gCEXfxZhqoiBN+JS0lSpKd6UDBBu8HHct5WXGjpJ1J1kVaSWP3r0KXa8GEI2JeQGD1U3vQnPFVcUhRBLksS6tX/HsWMfwhTpoveTJRdr1368Ys6RK+0CLRXSKoQoCGmNRqO5oOVsF558gSf7b1vgWRjlXCK7EpimWTHjebmYuk/mksMTiURIJBK5bnhut7tIqK3UsPSVPp/OlXQ6XXZZizblgS3i2CwKPT09My40prYZrySy224lliwHhmHkHCGKouDz+di4cWPZuhbmi8PhIJ0uXnQtB3PtMKWqqu3EKYEQgvHxcfr6+kgkEnR2dpbMZ6oEEWclFk6zfd/x8Uc4duxDGGaa1Gg3erIO1RPB3XiCY0f/lvbP1OUEnD9seRX/9Pb30lrdT600zpjUSCC9mp3PamwcMGlSRgm3PgszNCaXhERSmd5dk097sp3LQrt5vuEp0qqBJEBIUJWGvU/VIl/9DLXqH3C/fBUZ7UKu9MFx2WCTkkHt2MIbb7oQ7fBhzOHhWXWPqq+/gp6eL3Lq1GfQjSgSEgKBqtSwdu3Hqa+/YlbbbVMaSZJwOp04nU7q6uqK7p/p6r+VwDPdOcIWLs5Szq7FlcDeH8XMJdR4Ljk82TGc7c5ZaVlalVRKZZ/zbEphizg2y0Ylizgr1WY83xHS1tY2r249lXTVIdvxaTmZjevGisUqr1kOstu6HJMqXdcJhUIEg0Gqq6tZvXr1rLqilXsXrXLsTiWE4PlQlOFomrH+b9I4sYHBp9+FrnnQ1SimrKPKJhua78aI+pGZFHB+dNtr+Tv1Y1QRR5yRNxJqNXdd+n5++0I9V0YO4xBOhFR6AikkgceY/fmoI7GKP/15NWPuMca8Eg0xwbpBleNXvIqRl7aRGl3HhKxT0/sjxprC1LrGcdX3kx77GIFDETy1a2meQ+vv+vor2LFjP/H4i2S0YZyOFqqrt1bM+TBLJZ3Dp1Lq6r+u6wVtlrNBy1blHVVVVTidzrJdGC43tmhRiGEY52W2SykWq734TDk86XQ6N47Hx8fp7+8vKLWcKtKutBOvkkKN0+k0TqezYs//NkuLfcazWRRmc4KpdBFnubZ9ajj0TI6QUpRTGdhsWK4Spbm6bqyopB/VrECylJP+iYkJ+vr6iEQidHR0cOGFF87puCt3J85KiXbTiTgPHxvl0/99hGjaQMKgM/lu3hitwnCOE2t4DlM6K4hFopcht/6O6pEwT16/htuVf8FJoSjtIcUH5S/xgutKkrSyvirJM6rOhDn9ce40nTSkG6a9fyqqrlM7MYEn4aQrLIHk4aUtf8qAtBljVEFxRVmz51vUdLxIDIj1b2Xgkf+FqdXiV04gBDg9Cpe8eS2+C+pnfD+Y3H9e77ZZb6PN8qGqKjU1NdTU1BTdly3vyIa0jo+PE4/HicViPPXUU0UCz7me3zEVW8QpxG6lXcxyCFvZUiu3222ZpZVfahmLxRgeHi6Zw1NVVYWqqks6jitJxBkeHqa5uXmlN8OmTLFFHJtlw+l0Eo1GV3oz5oXT6VzSMp9s6Ynf7ycWi9He3m4ZDj1XbBGnkPm6biqdrIiz2BMXwzDo7+/PiWFdXV1smYNTIp9yF3EWa/vmum+sxKOHj43yNz86TFo/c7uAq2KTAs5Ew2GQCh8vEuM811KD3Ojh+uaf4JQKBRwhyJVg9dT1EchkuKD3YW7OCL414kITxdusmAo7wztzocazIeV286urXs+htjWMNfr40ukGatfex33BegKZGq7f8R1qVr0ITAo4wd9/AGFMnrvMM59Vz5g89N1jvPZdPbMWcs4FzhdxIotVeYemabz44ots376dVCqVE3gGBgYK8jusBJ5z7Wq2LeIUUkklMsuFpmkr6k6aqdQy34mXFWqTyaTlOF7MHJ5KEnGy2Zc2NlbYIo7NonA+OHGWQoDKBr729/fj9Xrx+Xw0NDQs2mSz0sJ3l2J7F8N1U+ksdqlSLBbD7/czOjpKW1vboohhlVBOVQ6ZOEIIPnHfIdL62dvaDQmHgFjdkSIBR4mN4wkcRxKCqtYkqqNwfMX6tzLw1LswtCokTISQcTmSJFuG6W1/kT9vSvP9UQfrkxothsGwonDE6WHb4EW0p9qLN1hISKZythRLMs72JpckhltaOLJ+E38xqDK48/8Qrenj0VN7calp6t2RM58RBp56d07AmYqhCf7wo1O8+c4d58U4tnMRJskKF4qiUF1dbZlRZ5pmwcJwaGiIRCJBJpPJuQamlnZUYkCrLeIUYos4xZR7iVkpJ142hycr1GYdPNk1RDaHJ//PbHN4bBHH5lyhfEe3zTlHJYs4Tqdz0TJxsm2WA4EAyWSSzs5O9uzZsyQ/KiuV5TNfFlPEiUaj+P3+JXXdLGfWzEJYDIHENE0GBwcJBAJIkkRXVxebNm1atM++KE4XIZBCTyPFBhHeNkTHhQWts1d6+yYmJjh9+jTpdDqXMZCf92G1kJxaTnXg4aeZSKRBPitweE0JwxEtKKECQAjc/aeRzjy/sa4GCQWYHGNT3S7ZdzEMN8Hf/wWdl/07V7ie4X3+MLJuIpCQEeiqzP7xZl5wrsHM6zYlCwVvZCPOTAO6I4quxIjVHSvYJFkIbhIPsmrrTxk1HXznuVsAiSo1ybq608CkK8jQSmftZJIGYX+cltXFQZw25yazyQaSZbmkwDM1oDWRSJBOp3MduKwCWstR4Fnq8thKwxZxillpJ85CmEsOz9jYGKFQiFQqhRACh8NR1EkrP4enkvaLLeLYlKIyjmKbsud8cOIsVAxJpVIEAgEGBwepr69n3bp1lhbTxeR8E3HyXTdOp5Ourq4ldd1kO1SV+2R6ISJOMpnE7/czNDRES0sLW7ZssZxYLZSFiiTysQdR938I0hFABmGCuw597xcxe65e8PbNNxPHNE0GBgbw+/04HA58Ph8OhyO3mMxeYcwuJKe2clUUBdM0EULw4uiL/Ncfvg3unZiezQiXipQ2iI7oIGeY2k1KTsWRDIN2Tze7m6/F8ATpl48g0Gd0uwjDhePZHWyr+S1K7mUnZR5HxuT6qmfJJLoJJd+AkA1k04mq1eTKq1StmoT3NFOrrarUKBsbH2A0Xc93Dr+NF8JbcKlwy/YHUJQqJCSMdCsSZ0Ul6+8DkpHKObcthEoONl5MFrofZloY5gs8IyMjuXEphMDlchUtDFeyA49pmrZokYct4hRT7k6c+TLXHJ6hoSFSqVTuGDEMg+rq6tz5IJunVY6Ew2FWrVq10pthU6ace6PbZkWYzcSq0kp78pmvAGWaJsPDwwQCAXRdx+fzlWyzvNhUmogz35KV5XDdWKEoCrqul+0EIEtWCJgtQgiGh4fx+/0YhoHP56Onp2dJFywLEZrkYw+i/vgWJD1VeIcWR/3xLeg3fXPBQs5cRaZ88Su/s5xhGGiaNqNTIJFIMDw8TCwW48mRJ/noTz9K0kigdZt4lBfxUoXX9S6ONu7klA7Dv+2j2tSQ0ynQNF6q7ybqbWdbRztvVl+FQ3YiojUoehW6mp6F20XwGvd38wScQhwY7K36BV9RtuKNbEQSKkIyQIAp68TqjpJxjRU+STLoc7l4+Nn3czraiRAKje4J9r2+lr07vpLrIhWrbmLgCR2zRItzIcBTV97jzmZxWUrXY34Gx1RmuvLvdDotr/wv5fmyEhygy4kt4hSj6/p5kfmXz2xyeF5++WWqqqpIp9OMj4+TSCTQdR1ZlnPlllO74q2UiB4Oh9m2zQ7mt7HGFnFslo1KvpI41wVmPB4nEAjkkuU3bdpUENC4XDgcjmVv2b1cLLfrxopyz3HJMtvtTKfTBAIBBgYGaGhoYOPGjZb16kvBvJ04QqDu/9tiAecMkp5C3f8hMrcfXFBp1WwERiEE4XAYv9+PpmmsXr16TuJXvlOgqakJgEcCj/C9099DE2fEWAVARydNIvFVPnn8PZxy+vBNvEx6oo8/dO7mKe+rEOnJbT3mhAdJcwcSl+Kg7fCfEdrxFfRk3WQGzjTb0uY4glNKlNxeN2laXC8RbBlH1WpQDRdN8TBj6VfQ5HVgKgjAUFRcboUL1j/MqxtOczKyhvF0HfWuCOvqTqPoLiKRL1JffwUADfUCp+c59Mz0x4PTo9DcVSyEnYvYTpxJVmo/zHTlP5PJ5ASeSCTCwMAAyWTSsrSjqqoKt9u9YMHBFnEKOVddJwthsVqMn0tkO1+1trYWXUiZmqc11SW7kBye+TIyMmKXU9lMiz26bRaFuUysKnFCOpvtNQwjlxkiyzI+n48NGzas6ESrkt1P07FSrhsrKmX/lhJxhBCMjo7i9/tJpVLL7hbLMl8RRwo9DemJ0g9KRZBCzyA6L5zn1pXePk3TCAQChEIh6uvr2bBhw7TiV/ZcIoTg+VCUcDRDk9dBhy6Tiup4ah00r67OZeH84zNfOCvg5LEqsYqd4Z0EzWFq0uOMtNTQ13w5TxmbICNyVUwpIIXg4yT5DHBpeAcdz91OetWvEWL6c1OVPIaYofOUAOqlCQakVpSqMD09j9NcM4F28E38Q1MHqurEcHt43wXr6Uh8AF0fAqC7/nTB65gizalTn2HHjv1IkoQkSVzy5rU89N1jGFqxzKQ4Ju+vtN8Rm4VRjnOH7OLO5XJRX1/YLS2/tCORSBCNRhkaGiKZTGKaJqqqFgk8+dkdpbBFnEIMw1hwN89zDVvEsWa6YONSeVpTyy2t3HhW3bQWKtaGw2FaW1sX9Bo25y726LZZNKYGcFpRaS2vp2I1icyKCtlOPVu3bl2SzJD5UGnlVGAdFlwOrhsrKsWJI8ty0XZqmkYwGCQUClFTU7MsGU2lUBTF8lgVQhAKhYjFYni9Xjo6Ogq+dyk2CMywmJFkpNhAyYyVmbDKxIlEIvT19RGNRuns7OSiiy4qWVonhEAIwW+PDPMPvzxJNKWDAF0zcQmJa9MOunUJ1Snz6pt7OJJ8mYn0xBn3zVlWJVZx8dDFqGLyJ1yXBUIo/CHdTVEIzRnSwP9Hih+h4g3vYMvwNoKkSU+zrQmzAUkqLao50dktnmOL5wSob8Nx8t2oY138LPMoG6MvUZdJ8e43/wlNnXFefiVW8rV0I0o8/iJe76R13HdBPa99Vw9/+NEpUnENRZERYtKBc8mb155X7cXLUbxYCSpNuJiptCNf4InH44TDYZLJZK40KD/4PLsozC7K7fKhQuz9UYwt4lgzn2DjmcotZxJrrQSe2ZTh2yKOTSns0W2zrLhcLtLpdEWKONkFe9Z90d/fTzAYxOl0lm3b6koUcbL71+l0lpXrxopKc+IIIYhEIvj9fqLRKB0dHUvWGW2uWDldjh07xv79+0mnJ6UGIQRut5u9e/fS09MzeZu3bTLEuBTCRHgXFg6Y3T7DMHJBxS6Xi9WrV9PY2Fhy7AshME0T0zR56EiYO+47SlrP22YJMpLgJ+4M70i62K7D1/d/jYd8+9FUo1CWEbAzvDMn4GQZFtVkpqo9U4giOIzBFlRkSaa3aYRnRxosw42HzDUYqoASGqWMYI0Yon/ivaS1HWhmiofHfkI8eZze6hqu/rPbWb19J6Njv2Y6censLpDIaMMFt/kuqOemj27j0QefYW1HN546B81d1WV3nrVZHs41McvhcOBwOKitrS26T9f13KIwkUgwMjJCIpHIiRXZUq38cq1yOI+vFHY5VTG2iGONEGJRxeDZ5PBkHTyJRILR0VGSyWRBDk9VVRWxWIyBgQE2b96Mz+dDlmVSqZSlM6gU+/fv54Mf/CCGYXDrrbeyb9++gvvT6TTvfve7efrpp2lqauLee+9l7dq1AHzuc5/jrrvuQlEU/u3f/o1rr7123vvFZumxR7fNojFbJ04ld6gKh8MMDw8zMTFBe3s7O3fuLGsLb6WIDPkoikIgEGBoaKisXDdWVIoTByZrq0OhEB6Ph9WrV9PQ0FBW+3Rq+PKxY8f48Y9/XHT8aprGj3/8Y2666SZ6enom24i7a0Erkf3krkN07FrQ9mmaxvDwMKFQiLa2thkFxey5MCv8hPviJCYyfHT/y4UCTh66BPe3PM+Bju8TVeIISUKa4h9qTDfishBdksJR9NipyEA47zEN9YP41v+I/mdvxtCqkBAIJBRHglW7v8srLjdbDus4LMrIDGTSusw3a2/ld6tfQ1iZQA9+guoWBaNK5ZM3/B2rm7YC4HQ0U7rXFAgETkdx7b8kSVQ1Saze1mDxrPOHchqrK8W5JuKUQlVVampqLMsydV3n1KlTGIZhGc46NZg1K/Ccy/vOduIUY4s45UGpsWwYRq5M6/Tp03z/+9+nr6+PcDiMLMskEgk+/OEPs2HDBtavX8/69evp6uqa9ns1DIPbb7+dAwcO4PP52LNnDzfeeCO9vb25x9x11100NDRw7Ngx7rnnHj7ykY9w7733cvjwYe655x4OHTpEKBTi6quv5siRI/a4KmPs0W2zrLhcrooTcTKZDKFQiLGxMUzTZN26dWzdurUiJkSV5MTJd9243e6yc91YUe4iWXafDg8P4/F42LVrV9mKjvklX0II9u/fP+2+1XWd/fv3c/vttyNJEvreL1l3pwKE6kbf+8V5hRpng4r7+vpIpVJUVVWxZ8+eaa/iCSHQ/DGMaBqp2oHc4SH4coTHfniKTErncTnDhNOY1pSiVL9MxvefaPLkmJUQIKA1toaqTB0JZ4TWCVAMikqsPJI2Y4aNCTTnPcaR9lDT/ixVvoOkRtehJ+tRPeO4G08iSfArLuGfe1/DPxz9V+r0GCYyMiYR1ctHuz/Ic2Itg21dYKapDX8LV0OGEaBBbaAqUsWANnAmyHUziuLFNKcPSlaVGqqrtxbdPpuLA+c65/vnz1Jp5VRLhaqqOBwOampqaGtrK7gvuyhMJBIkk0kGBgZIJBJomlbQfSe/RGslu+8sFraIY02lf6+LTbmdQxRFyeXwXHnllVx55ZW5++LxOHv37mXv3r0cO3aMBx54gOPHj9PX14dpmrS1tdHT08O1117L9ddfD8ATTzxBT08P3d3dANx8883cd999BSLOfffdx6c+9SkA3vKWt/BXf/VXCCG47777uPnmm3G5XKxbt46enh6eeOIJLr300uXbITZzwhZxbBaN2fxYzLdV93KTH/aaTCbp6Oigvb2dlpaWXNeYSqDcf8Ctsm4AVq1aVfYCDkz+AGdLfcqFbMC23+/H4XDQ1dVFa2sr4XC4bAUcKCynCoVCM+7XVCpFKBSis7MTs+dq9Ju+ibr/Q5CKgCRPlli569D3fnHO7cUzmQyBQIATL/bjlKvo6u7Eu1phdHTUcgIohCBzZJzoz04hUmedWYMCnhzNYBgCgeD3tRpIAmsVR+Bu/y8kKcP2VIZmw0CP7WB14B04dQ9CEkhCQjF0YnXHyVRFCp7dIsVxYqCXKKnyIrGFFBIyMnE6EvfSr+uYqoKn6eSUrYFv8BeMNTXxQOOr2Rl9iVWZMAPOZg7WXDApigkTSR+hZvRbuFLPAeCSXfzttr/FW+3NBUBOWsffBtK/A8Wisiy5WLv242V/vlopzicHSins/XAWwzAsz0X5i8KpTO2+MzQ0RCKRIJPJ5DpwTRV4XC5XRexzW8SxmQ3zycNZKSKRCG1tbVx99dVcfXXhHEYIwcDAAMePHy+Y1wWDwdw8GsDn8/H4448XPDf/MaqqUldXx8jICMFgkEsuuaTgucFgcCk+ms0iURlHsk1FMFsRJxKJzPi4lSKVShEMBhkYGKCuro61a9dSV1eHJEmcPHmyYlwt5U6prJvx8fGydrfko6pq2bRwj8fj+P1+wuEwbW1tbN++PRfCNz4+XvZlX/nlVLFY6RBcmDzf5D/O7LmazO0HkULPTIYYe1dNllDNYQGSDSoOvTLB0EEFQ5ORpDQnHj6JwyWz9nI3mzadfbxpmjwffp7BE314Hk7SGllN2pRwy1AvwzMTGgn5FKYSJzMRx/RegCSrFo4ZQav7OJdNuPnz2BjrzSH86V08NPY+DKYIbxLUTmxlQjlMxjWWtz/gMscpfqOtx7AScmR4j/dhmpLPIksjODhC3HAQ+UMXrldHkdVCt8cxNpCgKvfiB2t7i15SQqdl9OtU6acxFQ81zhru2HkHl626zGLv7mJ0tIdTpz+LYUSZNBkJwINpvpPjx6vweA7nFpHZhWSlTLhtlh5bxDnLfBwFpbrvmKZZ0H0nHA6TSCRyYno2t2Nqe+Vy+T50XbdFnDxs954103WmKkeGh4dpbm62vE+SJNpvDJ8XAAAgAElEQVTb22lvb1/mrbIpJ+zZkc2yUo5OHNM0CYfDBAIBNE2js7PTssVyJZUmTaUcJr+z7TDlcDgqRsRRFGVFt9U0TYaHh+nr6wOgq6uLjRs3Fk3uKyG7J7+cyuv1zjgJFULg9XoLb5QkROeFc+pClR9U7Ha58Ax4MZ+MUaWZjBlnX0lPm7zyyxiru0bx9TbwSPARPv/054lqUUgL9E6Bs83DlSfeyprxLSSVQ0SaBhCyhJQaIKWPo7g9KOY6kubZ76dTHucyxyk8pHFPXMTPkXCLNO5kL2KqgJP9mCh4IxsYbXmiwNTjUyJcKY7ysNlDWlLPPBYkFf66+j7+KnFvrgxLCIjpLjYlIxjP6QxsVjEVabJblgtCogFdFiXziKsVF7ds+1t65CGaPc30NvSWPM80Nr6WhobXEI+/SEYbxuloobp6sjTVKvwxG+SaTCY5fPhwUbee80XgKYfzdzlg74ezmKa5qKKFLMs58XQqU9srj4yMkEwmSafTCCFwuVyWAs9ylq2UW5nMSmPvD2sqScQJh8O0tBTnxJWis7MTv9+f+38gEKCzs9PyMT6fD13XiUQiNDU1zeq5NuXF+TEDslkWKq2cKpFI5AJ0m5qa2LBhg2XwWJZydxFNRza3ZaV+uObaYUpV1YoRy1RVXRFxJJVK4ff7GRwcpLm5md7e3pIdDCpFxMk6cTo6OnC73SWPA7fbTUdHR8nXFEIwePwo8fExqusbaFu/IXeeSiQSubygVatWsdXbTfqBIJnIGDtcMpILNAHPJgyG9DMhxQY8cu9xOm6Nc+fjd5I2zpR8nVlLaUqaX2z8Fjccuh6lGgxZRkgC4W1D9bZxgzzAU+5j9I1djW466ZTHudJxDFUSgEzmjGiTkZxM1AWoNetwZRqt95eh4Ei60VxxJoufJCTTYNPAs1xk6jzZuhGjOskV6n5uTv0CKQGa5EAxtclmXkKi1RmnSU4w8N91tN7lRFsr0DoEkXcYdEhjKJJUqjkVJrCzbg2v8m6a9YJBkqRcG/F8SoU/PvHEE3R1deUEnuwicjatmG3OHeyF6VmWc1/M1F45nU7nBJ6xsTFCoRCpVAohBE6ns2BcTmZkLY3AYwt8Z7FDja1ZybnwXJmPiLNnzx6OHj3KyZMn6ezs5J577uF73/tewWNuvPFGvv3tb3PppZfywx/+kKuuugpJkrjxxht5+9vfzt/8zd8QCoU4evQoF1100WJ+JJtFxh7hNsvKSos4pmkyODhIIBAAJms+169fP6srWpXqxMlu93L+cM3WdWOFqqpllzMzHcvpxMmG7Pr9fjRNw+fzcemll87q2J3a+akcyRdxJEli7969lt2pYPIY2bt3b8nj6dRzT/Obb32NTCI+WWtkCpzV1ey66WZ0bx2GYbB69Wo2bNiAdmyCiR8fA91ElSBrP1El2FOt8GT8rJCTiKf5zO8/QxqLY1RAU6wDpUpgyhIKSkFTJtVwcFnCQab5vxkdfCOXq6fOCDgWSIJY3RGcwxcjWdlhhIknNIBD6cd0OJA1DTkVR5K8ZOp286qIBJE6YtI7+I/WVYTW1vCxy1/HxPE40c//D1QlhZZUSI064Mw7OIIS8etVZAV6lQnqcTJU4vCuVWS2uieFzPxQakmScou0/H/PF0mSSnbqyW/FHA6HcwKPqqoFi8fsYrISyy7sBartxMmnXAStbJaO2+2moaGwg5wQgkwmkxufkUiEgYEBkslkrkW6lcBTieOz3LBFHGsqzYnT2to6p+eoqsqXv/xlrr32WgzD4JZbbmHLli184hOfYPfu3dx44428973v5V3vehc9PT00NjZyzz33ALBlyxbe+ta30tvbi6qqfOUrX7HHYpljj3CbRWM2k6uVcgREo1ECgQAjIyO0trayZcsWS9twKSq1Pfpyik9zdd1YUe4dn/JZDidONmS3v7+f+vp6enp6qK2tndNrVIITZ+o29vT0cNNNN7F//35SqVSuS5Hb7Wbv3r309PRM+1qnnnua/f/7i+hTxquWTvHot7/OVe//azZfcjkwudCI3X8Spmn7rUoSr6pS+OWETqsq4Wry407swGc2kFCGaRFBmrRa3OEqOgcuoL1qgON1MnK+8CJA1WqQTSeqnOEyMjRkYiQ9GUrVK5mSge6I4tAsvm9JAjOGosVRck25VBzVVxecixMuB//8mpu5c20ror0RTycg/xsjn/0sZiqGVC2BEMheL56/fTs1F3bgdLTg9W7jc5E4tx/tJ2UWC01uWeKz3W14PJ6c+CaEwDRNhBC5P0DB9ypJUm77FkPgmakVc7ZLTzwetxR4prp4ynHSaudbTFIuwkU5UAn7QpIkXC4XLpeL+vr6gvuEEGialhN4otEoQ0NDJJNJTNNEVdUigadcx2c5Yos41miaVhFNM2BSxNm8efOcn3fddddx3XXXFdz26U9/Ovdvt9vND37wA8vn3nnnndx5551zfk+blcEe4TbLynJeRcu6QYLBIKqq0tXVxaZNs7f9T+X/Z++9wyQ5y7Pf31vVVR0nz07aCZuzNisLITJYRBuDTQYbDIcP2wcw6EPX4WBsgQjmOw6AkLEtAcaA/X2AASErgSQEGKG02l2FjTM9uSf1dO6uqvf8MVu9naZndqZnpnu3ftc1l7TTYaqr661637vu5350Xa9pJ85KsRzXTSlqTcRZiW2VUjI9PU0wGCQej8+b07RYcvNmqpVcJ47Nli1b+OAHP8jw8DDRaJRAIEBXV1fZY0tKyc/++bYiAcfGMjL8+jt3sv3KufDdsV8/gxJLl3a7nEMT0K1MMuYxmJnu4lWTvzvnCsiMYChxoq5BGkJH2OB/Dld9C1Jcln0/PdWEf2YLwphAWlGE0kqdaycT9SexhIEiy98VtJR5hGMrhTRHmROBXCDcaP6Xomqbsk8xFMmPLq+jSXfxno7zd8m9113H+rvuIn30KGYohLpuHfqePUX79UWNAb68tZObz4wTMcyskFbnUrllYxsvapzLJMo9pxYustZa4Kmvry8peuYuIGOxGKFQqOQCMnch6Swg1xYpZdULF6tFrXdjEkKg6zq6rtPQ0FD0eOH4LOew83g8jtBZgCPilCaTyZSNTagm7JvODg7z4Yxwh4qx2EW7EGLF7iJJKZmdnSUYDBIOh+no6GDfvn0VUd5rtZxqpYSGSrhuSlFLIk6lHS6ZTIbh4WGGhoYIBAL09vbS2Ni4bPFTUZSqn+SWEnFg7nxxIeF6wyeeJblAx7BULMaT//Ujnrz7x7SaHRxqfBmaMpdHI4GjDQoTboXWlMWesIUl0yQyZ0hH9uEXKmbmNJnYfUiZQkXQgMRUFc407SSurMNuIq6nmvCPezFi3wSZOvdbCcJNPdcw6y1/DhRIFEsv+r2UGTLx++x/IdRWNN/v4BJuhJFgLh8nxb+9ZD2D3W6+vLmj6BgSQuC+rDibppAXNQZ4ZL+fp2JJxtIG7bqLff7Fd6VZrsBjCyuGYeSJPMu9fmiahqZpCwo80Wi0pEOgMMh1JRfUThnRHM5+OE8tOHGWQ7nxOV8J5W9+8xtUVc0bl/Y4rZUSmkrhiDilqaVyKkfEcVgIZ4Q7VBT7Tm05bDHE7S7deWUp2Ivf4eFhvF4vPT097N69u6ITvlqdPFZSfKq066YUtSTiVOpzh8NhgsEgs7OzdHZ2cvjwYXS9ePF+MbNcoSkWizEwMMADv3iCM94+PCJMe2oMAbS4u/CofpJmjMnUMJa0+NX3/hXLMPC43dglTb9oVfnMbg9Rl0BIsATUGZKPH7UgsgshtTkBJ/pjIP8YVU2QQ8OIbi8i0AAS/BMujOhdRc9FZhBTD+BqPYBU5//MXhGnwUyREQksRWIJBaEkyMTuA3EW5dxcVNUG2Dn6aQJjHaTdDWDG+Ie3/B7RDVv5co5jZqkIIdgfKA41XS7zCTx2/tPg4CCmabJ58+bstcUWfko5eFZL4LFLtApLQDRNK1midTEvtlcTR8Q5z8Uu4pSjsIQynU6TTqfZv38/hmGQTCazY3RmZoZ4PI5hGCiKUiTu2ALPxXZcOSJOaTKZTM3sl6Vk4jhcWtTGkexQMyxGxLHDjZcr4uSWnMRiMbq6ujh06NAlt/hdCE3TSCQSy3qPlXLdlKKWRJzlYJomIyMjDA4O4na76e3trbjweLEjpcy2WH9iNM2dx9NEU+2YjY1IwCct/gIP1wr3uQZOgoyV5DehuxlLnwFgMjVMxkry321ePr7fS0rN3/8Jl+ATB+p5Q8xky4icE1AKRZlzCCnxjPQT3XIZrnQAI/rQ/M/FmHtu9/q5AOQCVDK8Wrmb1vXf5on23SR0Py7vDJ7mue2Oj3vIxDU0X4aAlqTl0xoucRbpWcfQRz7Cn19/3QU5ZqoBwzAYGRlhaGiI+vp6tmzZUtL6Pp+DZ7UEnoaGhqISkFIZH2NjYySTyazAU6pEazHb44gXc1zKwkUhzr44T25pmcvlIhAIEAgUC9e2s8/+CYfDxONxMpkMiqLg8XiKxqeu6zU59gzDqJnsl9Wklpw4sVis5HHs4GDjiDgOq85yO1SlUimGhoYYGRmhvr6+YiUni2ElS8FWiqW27F4N100paiGEdzlEo1GCwSBTU1MrLojVIlJKnogmGU9naNM1DgSKhYjcsOfm5mYm9Hb+4YkTJO1wYmVOyA0DfwX8NQpXSRfW9BkmYycJmyMIBPJc66hfTd7NF1/yriIBxyalCn5yuIEP/eAZkOUFUWEa1MdNUCbAKn+ek/ExBlwpOq0e3Fa+qJ0RJg92t3Mq9hE6wzPsvezLKK7z49jfngSSWBmB+aib6Lsk7o63kOy5AS2TIXXsCE/ndGWyf6pR5LbbvU9NTdHZ2cmhQ4fKTrQXU6JVWJ610gJPuYyPQoFndna2ZJeewhKtWrrOrAaOmHUeZ1+cZ7H5QKqqzivwWJaVJ/CMj48Tj8dJp9PZDlyFLrtqFngcJ05pLMuqiSwp+2Z4tR5fDtWBM8IdKspiTjhut/uCW0jn2utTqdSyg16Xii1A1dKiW9O0C3K2rKbrphS1eNFaaEJtt7YPBoOoqrrskO2lUtUTfykZnT3JJ356nH61iacadiOBepfKZzZ3ckODj5lnRwn1jxEjSeuuLq688kpUVeVPvvSL8wJOASng82aEb9z7OcbdFo/3NmPl7Pez3l5u3/xSooWnEilxpU+hmDNYaiMJvY8Z9Qw+zDIRyHNunG1hD7GmGEMLfWQhyYgwLrmxKFhZSA+jwWvomvLiTq9nOPpeOg/dgdDSYEkEJiIp0KddKDc0smHjJ2lquj77entRYudGjIyM5N119pYQeFbzDqWUksnJSYLBIJZl0dPTw7Zt2yqS/5T731yqWeCxyz8K2zDruo6qqqRSKSYmJrJBrpeiwGNZVvWevxzWDDvseDkoioLf78fv9xc9ZlkWyWQyK/DYIeipVCrbgatQgPV41tYF6Yg481ML5xDDMFBVtSa21WHtcEa4w6pzIU6cRCLB4OAgY2NjNDc3s3nz5gtur1xJ7HyZWhNxFnLirJXr5mLAdg6VmjDF43EGBwcZHx+nra2NPXv2XHBr+0phBwdX410o5eR9GHd9mNckw9yIQEESdgX42NaPcn/LVdz58Bk2H03gMaFZETSjoRyfwnxNA0e9gkiyvEgZlSbPeOsY7hBFAs5P215OyufHFGlgLvdFjz9Jw8TX51w3QmAJABfTLj9+Fs6G6Y88zeHWKxgSz0K56lIJvcZuXLL0pVggiTQ8j296J9cc3EnnDb9i5sgPSc6cBY+KtnsnHnc7gcBlRWO13KLELiuwBZ7p6em83IhCccfn81VsQWAYRja/rL6+nq1bt66aZXwhgSdX2FkLgWe+NsyhUIixsbGSAk9hidbFLPA43akcSrHSnbpyz4mFSCnzBJ7JycmswCOlLBJ4fD4fbrd7xY9jR8QpptqbO+QyOTlJc3PzWm+GQ5XjjHCHirKYRb+u68TKdI+xLIvx8XEGBwexLIvu7m6uvvrqqlh8LrcUbC0oJ+KsteumHFXtGsmhUMSxc1qCwSCmadLT08OWLVvWfPFhb2c1jKNclJP34fr+e9CMZN7vA2aCrx//JF/o+hJvOd2HJ2u0kYDESlvMfud5RnaEUWT540RIi2BDC1Kdyf5OAg+0vhBD0VDkCIitAPT0/4SM9V1MVdp5xygSIMXPDsb5w/u6cVnlv0vDSuOOrcelmxhlTIfpgA91gcuwUJO87I0pOq94BQDN+99Q9vmLoVxZgWmaWXEnHo8zOTlJPB7PHjulBJ7FHFOxWCx7rrHzy6opm6Dc+FyswGOLDJUWeOrq6ohGo2zevDn7mJSSdDqdFeNmZmYYHh4mmUxmF4+F+R61LvDUyjXBYXVZy+uaECI7vgqRUpJKpbJjdHp6uuQYLWyXXokx6og4xVTj/Gc+JiYmWLdu3VpvhkOV44xwh1VnPiEkGo0yODiYPXnt3Lmz5F3ktaQW24wXBgXXguumnLul2rD3r5SSoaEhRkdHaW5uZvv27VUVSleVWUNS4rr7I4gCAcfGY6Z4z6m6+d0sJviPmVgYwPziY0Z1MdHkodE4f4yPudtJn8vOcSWHyVjr6Q2exUr+O1vpoznTwJQW5lnP2ayYY7okv9wzxQuOtBSVP+UihELKinOg9yC/OfVbhFX8XEOxeHZjkk0LacKam0jjDjoXeFqlUFU1r/NLLoZhZMWdWCxGKBQiHo8Xtd62fzweDzMzM3klU9u3b6+qc81iuBCBx/53JQWeUneQ7TIOt9td0sGTTqezJVrzLR5zXTxrXf6xGBwnjkMp7NKTasPO0vF4PDQ1NeU9VijCFrrscoPQc8foYj+nI+IUU0uhxo6I47AYnBHuUFEW68SxRRzTNLOCgsvloru7m23btlXtRE3TtJpz4titm6vZdVOILYxU+yTELnc4fvw4pmnS3d3NVVddVZUTymoUccTwY5CanffxtNwOsnz50k7ceIRBvIxTWrdS1FshpDoXZyyEnAs1Prc4lpk66kJ38OanmrnB92n8lhcpJEIKYmqCv+/8No8GjgEw0BFn9mQDDfFyk0GJVw3QbbyUoW3TnDj7PHpGQQoQEtKaxS/3TJKo97FptOzHQ0DViIEul4v6+vqyrbftBcnp06eJxWJZ905dXR2JRCKb63KxBPcuRuAp7KZlcyECz4UILLkCz3yLx9xSukKBp1SJVjUIPE4mzhyOIymfWnJY2CwkwhZ2uhsfHyeRSGQ73ZVqlZ67D0zTvCjOr5Wk1tqLOyKOw0LUxtHscFGh6zrxeJxjx44xMzNDe3s7e/fuLWlHrTYWKgWrNmzXTSwW48SJE1XpuilFtbcZT6fT2Q5plmXR19dHT0/PWm9WWVRVzVtArjVSSuJjp6mz5LwXIks2U2jDkUiSDacw3GFcqQbc4U3cKAXfJAMl3DEuK8OLJx5EQZ57K4GUgi5jlBfov8KSDdwi/4mvnr2G1+uvRTM1+w8B4DM8fGLwvXym+x95NHAMIWGmLlNWxNEUD83uOe/Mdak38rXrbkbE4/iSKnGPyURDem5TZZKMkjn/N0vg83jo7FwtH87S0TQNl8tFOBxmZmaGzs5Ourq6st3xcgWekZGRolyXQgfPxbAAsT9DqQXmhQg8ttPPfny5JVrlBJ7c8o+pqSni8Xg238Pu0LNWAo8jXszhiFn5mKZZMw6LxVAuCB3IE3ii0Wg2aNl2L3u9XtLpNKFQKDtea0W8WEkcJ47DxYYzqh0qSrmJRSaTYWRkhKGhIZLJJG1tbezataumJiO1Uk5V6Lrxer0cOHCgZvZ1Ne5nKSXhcJiBgQGi0Sjr16/n8ssv58yZM1XraMqlWpw4hmEwMjLC4OAg61ImO8sckoqYIleYibY+xdiuOzDV2JzIIiBhunjq2d+D8cuzz1MxwAK3leIlEz9nQ2Kg6L2lqXBg8Bl+98BjdE3Hec/sm9BE6QmeR+p8aOQtvGPLzUgBvmTxolwiEQhU4eJw6yuyY00g+NPRt3BL9z8y0VjQnlzA4+uOcNX41bisEiUzqouXv/zlVT1u7c6BwWAQoGTJVLng3kJXiH19yHWFFAo81bw/FstiBJ5kMsnw8DChUIje3l5M08wTMlYig6dc+UcqlcqWaNkBrsnkXClkqRbMbre7ot+VI+LMYVnWRSFyVopadOIsB03T0DStpCPSMIxsCWWpTLNSDp5aETaWSy2JOJOTk2zatGmtN8OhynFEHIcVRUqZzUSIRqN0dnZy8OBBHnvssZpUmas52Lhc1s3ExASGYdTMBUxV1apx4tjddIaGhvD5fPT09NDU1JRdTFS7a8hGUZQ1FXGi0SjBYJCpqSk6Ojo4ePAgbv0qxNFbkZk4j9ftYkxvoT09ycHIcQSgi+dAJJCWh4jnHkYv+y5Sy3cTebQ0H7jsO3zlKR9PT+ziSuU5rrCe4afpA7x49D7ccn4x0EppPK9eTqscRZfeUkaeLH7Ty/bkBp73TKIbraRdKSRpFGmRcVn4EyoeLcDh1lfS5duc99q9sd10DL6Ds53/gVASgAAljRCSwXqd+5r38IJTJ9GNNBKBAng9bl77ylfmhdlWE7YoPzw8TENDA9u2bbvgsq/FuEJyA5aDwWCeaFAo8FRaNFgrYrFYnlh85ZVXZhepuQ4eOytnMSVay1305wo8heR26LG/q8HBQZLJZFELZvu/S/muHPFijmrtMrhWXGoiTjlcLheBQABN09iwYUPeY7bAY/9MTU2RSCSyXQnnE3guhnMq1JaIEwqFaGtrW+vNcKhyHBHHoaLYE8ZUKpUtNwkEAvT09NDY2Hj+7rQQNTkhq0aHyGKybjRNqykRx97etSQSiTAwMJAtDTl48CBut7voedXicFmItdhOy7IIhUIMDAwghKC3t5cdO3bkTQrvedE/cNO4ZFb1o2BhoVBvRPnCiS9yzcyTPB39TzY8fIyx/2cCqZUOvtHVDO/d9S0e/e/X48EgRgfXpU+gCbN8i28E2pkXE2m5B5G2yncDF5Jmo4WZtt/j9rfto3PsFO3D38BghNf92uLwKUlz3Ra8rU1IIwlSYqg6M0LwNyQ5Ed2KPHETumcA2flDVO8wAFrmDKb8HJf93j+gRD3400n2tDTR1dVVlZNnu8uUPS5WqstUrmhQ2GrVFg1sgccOWE6l5lqB2QuR3B9d16tyf9rYjqaBgQEURaG3t5fm5uaSreOh2MFTKlwZKNkifSUEHnvRN993ZQs8ExMT2e/K/o5zF4/lvivHiTNHLc6dVhJHxMlnvqBnl8s1b2i9aZp5Ak84HCYej5PJZPLGd64YW2sCTyaTqQnXNMw5cWrxRrfD6uKIOA4V59ixY4TD4Wy5SakJvu1oqZUTqk21OHEutMOULT7VQu4QrJ27JTdoW9M0enp6Fiz5szM/qp3VFHFSqRSDg4OMjo7S0tLCrl27Snaae2A6ygci60i68+WTmMvHH+3+K/72P29i272PkN4gkd6yagweV4rG+kkikbmJj6K5EOVfAkh8oomI34sWVcoKPgKFgdZXkPbuBGCstQlffJoPHXsJB07+BMswMMJHifz8f2I17mZ006sZ9/UwbUm2KyrrhQLC4OmOBwmeE3BsVBRaxQQ37LhhoQ1eExZTMrWa5C4qWlpa8h6zLCtP4BkbGyMej5NOp7OvKxR41nIxYjv9hoeHaWxsZMeOHUvqyphbUlW4gCvM3Skn8OS+10oLPJZl5ZVo2dkehQKPvXBca2G/WnBEnHwcESefpdywU1WVQCBQ0k1pWVaewDM2NkYikcieU21XZK7QU42ieS3dyJyYmKC9vX2tN8OhynFEHIeKs3Xr1gVPlLUq4tidntaKpXaYqkYHUTlcLlf2rvpqYLsL7Avnvn37Fn1sqqqaLfGoZlZaxJFSMj09zcDAAIlEgp6enpKduqSUPB5JMHg6zJ2nJmjRYKhFhYIJ3/5jx9j2X6MIBGaDXMBRAxKBrp/PnLE8fqSqIoz5w5xdLoXwi/+OsBZmw3QCLTW/yDmreXiybQcAiswQSCf5txO3ENfhB6/YwJ9EP01MVQjucBPyJRl8rBErLRFAkyVoQpB0ZQo/5ty2YtHqaS3/AdeATCbD8PAwIyMjNDY2sn379iUJDKuJoihZcaYQezFiCzwjIyPZu812OUEpgWclSCQSDAwMMDU1taKOJsjPyVmMwDNfi/RccacSAk9uCUchthhnLxxDoRDRaJQjR46gKErewtH+bzUuHFcCR8TJxxFx8ql0y3VFUfD7/SXP/aXGaa4Qm1tKaf+sVa5ZLZVTRSKRkqHWDg65OCKOQ8Vxu90LdsGpFkdLLXChrptS1KKIs9JdwCzLYnx8POsu6O3tXVJ7+1rJxFFVdUWOgdzMIL/Pxxb3DJ5oCuvsCJbVgNITyB6rD0xH+cpDZ7n2VxHcGYsXA0JKUprJ3fsTPNfbOyfmSMnHvnFbtiW3GqZsXs0cknQ6ZzEoBMnOPryDpxAlhFdFKHS9+CyWdwaAsV130PXUB1Gs4pK5pAJf2gleK4mFgonOp59pQsFEQfILq5d64wre2vArDowkOaGbDGX07Ebbm+41Arzs+Xdz77Z/YaDpePb967Q6djfvXtwOXwXs/KJwOExXV9eKCgyrSbnFiF1OkBuyHI/Hs3kRheKOz+e74I4vdkbcwMAAmUyGnp4etm7duqYL8koKPPZ7VUrgKRTjYrEYe/bsyQrn9vc1Pj5e5LYqLNGqtdKPcjiiRT7O/shnNR0n5UTz3FLK3DD0Ut3ucsPQV+p8WCsijn2j+GI5XzmsHI6I41BxFnPiqXURZzVq85fquilFrQgNNiu5vYlEgsHBQcbGxmhtbZ231Gex1EomjqIojI+Pk0qlCAQC2cwVKSVHJ48ykZyg1dPKnpY9izq2o9EoA/39RJ94glZFYV8ggvvEw8xE3kpS+oAY8ATCpxN4ww4eaVX5/M/P8LpfRNDO7S6JZESVRE3BVY/peMP/wPSNgcYAACAASURBVPGtL6BndJjvviDGu+8FjwHaWYFIgCxz+GcMnZNsJd7ixZdO0haZxgw0kujejGdkAMW0QCqARAg3m148QGDDTPb1sXVHGN73ZdqPvxPF8COwUEw3EZfkOxvGGfJ5sWQ39Rm4+XiC6ybmPkRMmmyeuY9MUufbvIqXv/Z6Hr2/D1OWXlRols71p9/Etw5+CgS4VTc3HbppzSdspUqmCvOLLmbKlROYppkVd0p1fCkl8OQuKi3LygrxPp+PjRs3luwsU20sReCxFyC558TcUq/lCDy5YpG9n8uV05Uq/bgYsj0cJ04+joiTT6WdOEsld7wVYgfX20Ls9PQ0w8PDeZ0JCwUej8ezrOM+k8nURKt1e3zX0jnJYW2o/qPZ4aLE7XbXrIhju1p0Xa/4e1fCdVMKTdNWtTxpuVRaxMldoNp3wK+++uqKTHRqQSA7efIkd911F6lUKlsS6PF46L2il9tGbiOaiSIQWFjUaXV84vJPcF3XdUXvk+te0p9+mvp//TbeeBykyUTTFjyH3o9Q850sZkzy0Hce5KsbBb/zVAOaOXfZOe0yuceXZqNQ2CjSTJIiPvIythmPMN78EIOtoJ/brQJB47ddTL3XgBLD7nHrMLer/4PkXlvlEehGmutPPEUfENvUTEOoAzUtEUqAwLoYgQ3/X9H7xNYd4fT1H8ET3oSWaMV/+lU8mpjk8tBhtsy6WJdKsDtsZZ01lipovK6OPw68Hn9jE22bthDqj5I2ngHmdyO6TR89iW2kWma46dBNXNt57QLf4MpRiyVTq42qqvMGghqGkRV3YrFYtpzANE0URcnmvjQ2NrJlyxYaGhqqYoG1XNZC4FmMeLGYcrrcbI/C8NbCEq1qFHgcEScfO6jbYQ7DMKperMgNri/VmTCdTmcFnnA4zOjoKIlEAiklmqYVjVOPx7Oo82otHCdTU1NF+8TBoRTVPcodapLFTHg0TSMSiazC1lQeTdNIp9MVFXEq6bophaZpRKPRir3fSlMpYSS3S1pTUxNbt24tuRBbDtXuxDl58iTf//73i/ZnJpPhyANHUNoU4r549vcJI8HHH/k4n7v2c1khJ5lMZoOKW1tb2RIOM3Pb15A5wqD7+ncUCTgPqUE+e6iTiK+XjikT1Zp7/mmXyajf5N8UN34UpHQD9aQxuH96J9bUFYyK7yI4hQRmfG5C0XZGjrTRu+cJXK4MUoIQkqdTB/hb70cx9HybdMbl4p5dl/Py44+yMTSNxmaEPndu0nyPI6VSukJLQLLxNCn/MGfHW3hlVwPRxlm0ow0oGRDuuQBk4VGpv7EPfWt+3XpiNoNYoPZLV3X+bMtHuO6afWu2QCwsmTp8+HDVT/yrEZfLRX19fZ6zxu5sF4lEaG1txev1kkwmGRoa4uTJk5imia7rRe4dr9dbE4uMhai0wGOPkeU6YBfK9rDFnXg8zujoaF5eUqkMnrUSeBwRx6EctSDilMPO0nG73TQ2NuY9JqUkk8lkx+ns7GzWbWdZFpqmlWyVXkvC+cTEhNOZymFR1O4od6haFjOpqWUnjq7rFckWWSnXTSlqLRNnOdtbGLDb3d3NlVdeuWKTmmpy4kgpST39NGZoAnVdK/qePdx9993zbp8qVQ5MHOCnPT/Ny5xJmSk+8+hn+OZ13yQYDJJMJunu7ubqq69GURQGPvSneQKO0rQR4fIikYTELHGR4pgI85nrd5PS54Qdt5lGihQSSaDjDJ+Jb0a18oVQHRc3Gru4x3WUHaFreL4vyemOdaQ9HlJt3ci4yuhvNlFXN4GuJ0ilvXx111sx1NJ17qbq4qGt+9lzcihPWImlG0i7JMXpNzmvFSYtTS0M733dXN5GYxrPrMAn3WiNHjy99Sh+EAV19t56bcHwc1Wo7OjevOoLQCkloVCIYDA4b8t3h6WRu28VRaGvr69sZ7t0Op118ITDYUZGRrJ3mnMFntzFyMWwcF+KwGOaJlNTU2Qymey5rFDgqUQGz0ICj12iVSjwzFeitVLYLi8Hh1IYhoHbXe7qVrsIIdB1HV3XSwb/5go80Wg0zxmZSCR45plnigSeahO8QqEQra3V1+jAofqoriPX4ZKhljNxliuIrLTrphS10gbbRlXVCxZG7LKQoaEh6urq2LBhAw0NDSu+QK0WJ0784YcJ/dVfY0Ui2XBg6fPRuHcvkbb57+polkZTqolpz3Te78PJMA+deIgX73xx3mQpeeQIVoGrS/E0EFQnecR9hhQGSmSaf73u1VkBByDqmXO+pLuO8K5MsYBj40Jli7WOh9rHoe1qQIKS271KZNuIj9U1kVZdHJw9Rnt6kjG9hcfrduV1ukqrbiYD61g/df47moxupkn4cDN/VzElZtH1v35A2xeuxXvdnCPJsqy8bJTpmZnsYs7ORvF6vai6wChzetM9Llp7i7NXVopMJpPnSFtqG2uHYgpbhO/cubNkKU8h9kKk1J3mXIFnZmamKCui0MGzVt1eKk2hwGOaZvac3tDQwIEDB3C5XHnunVJt0ldT4LEXh/bPzLlzgh2IPV+J1nJwnDgO5ah1J85y0DQNTdOKMsfS6TRHjx6lu7s7e26dmJjICjyqqpZ08KxFELLjxHFYLJfmKHdYUS72YOOlbPtqum5KoWla1bhFFsOFTFDD4TDBYJDZ2dlsWchK5BXNh517sZbEH36YsY98NM8dM/dAnCsefBDj2msY6eqa9/Ve08s0+SKOS3XR2N1YdLfLDE2AkDRsiqEHDNJRF8+pFr/wPo8pLNToDMlohKgvX6QYalFJaXDl1odRjs7fiSmoTPCI9hyIhY+BLZzhv3/799SbUSwECpKwK8DHtn6U+1uuAkCREPEqwNwiL6PCXYcD+Hk/fya/iFuUGMtpaP6WgFSayVtuYf1dd2XzOuYLvzUMI3sHcOsNaY79NIwsoe0pLsHB13SuSjh6YcnU5ZdffslO7itNPB4nGAwyNTVV0Q5euaUEpbIiUqlUXsCy7ZQDigQev9+P2+2uOYHHLt8MhUJ0dHQsuG/t829hedZqCDwLBWLnlmhVSuCxLMsZx+ewLKvmju+V5lIWceYjk8ngdrvLZpvlirFTU1MkEom8sVpK4FmJY88RcRwWizPKHdYEO1y1FrmQkOC1cN2UotbKqRYiVxTzeDz09PSwe/fuNZnMreTflFISiR4hnQ6ha61YUvL0xBPMWoKexkNc1noZAKFP/1WxgHMOl2ly+NHf8qPXvibPoZJLQk0U/20krZ5WhoaGiEajeNxu7n/6F2wd+N+8+DWn89p21/EwQ9JDOHklLWN+/ntjD5aSUyohJa70KY4ePskLTQ9QeuxLJA9rz2KKhUWxrZzh9yM/RidfnAyYCb5+/JP88a5Pc3/LVVhCoKctUi5IaoK7Dvs52aWDPEj/yb3sbP0tlvfcJgkQCWj8tgvPsbnFnRWJkj56FPdll5XdHpfLlZ0gtre309ExzS///QzppIEALClxuRW2XO8n4Qrx6KMDWJZV0lnh9XqXfFwVlvVcal2mVpLcUk3DMOjt7WXbtm2rtm9zw0Cbm5uLts3uymTfZR4YGMheqwoFA7udbzUdF5FIhP7+fuLxOD09PWzatGlRIov9nFLPrXaBxy7Rmp6ezi4aS7kCclvaO06c8zidqYoxTdMRcQpYqL147vW7kEK3XTgcnjcvqxId7yYnJzlw4MCSXutwaeGMcoeKU02TwpVgoVDmtXbdlKKWRbNcCkWxAwcOXLS131NTD3Ly1KcwjAhgcTSW4XvTGglLIBBIoE5v4C/r30XbAqHVWiZD89QUUwXteAEySoZp9zkXjoQdyQ00ZxoIiEYe/LcHicUjWBaoSNxk6JYjKELmZehMpraTmXo1quVnxi3xpnQyrrlFhp54ksDUvyCsOJYnTVrpBEovQEJiljSLcYxJXs19RQKOjddK8fkTX+RQ87/jEQmObzV50OtjsFkHIVCkyYf77+Stj/6c4V83kOoWmA2ghs+1M8/9cEJghkKL2KZ8enY18aZPNjIxECUezuBr0GjtDeSdBwpLZ6anpxkaGiKRmBPV7Mlh7s98C+/ckqnm5manZKqCFLYI37RpU9W1CM9t51vYdtsWeGKxGPF4nPHx8bmcp3Ntt3OPM7/fv6ptt+3OgQMDA9ksoaampor97YUEnlxhpxoFnng8nucKsMvM7LFtLx4v1UW7I+IUUyuttFeThUSccpQbq6U63iUSiaJza67Ao+t62fPbxMQEbW1tS9pWh0sLZ5Q7rAhCiAVFA0VRavICPF+wcbW4bi4WhBDZybS9gFJVtSpEsZVmaupBnn3u/8ay5sokjicU/mXSTUbmf+ZUKsy/PvL3/CnKPLLIOYTAmyh225jC5InWJ0DA5dHdfGjkLfhNL6DgkgppDH6hPcugOomJICZ1vmK9iS3mID7pZUNDEF1t51R6NzHRxIgOUUUSU1WQEj3xFPUTf4dgbrxETJNY0wksVxzVLB4bcZFaoK/THN2M4qG8G67BiHJ5+Cj7nn6CP/j2T3jgpdcz2NFB9+gorz12L73XzZDyuACBfrbM3pMSdYnWZiEE6/rm74a2UOlMrrMiFAoRj8dJpVJ57ZAVRSEcDmdDvJ2SqcqRSqUYHBxkfHyctrY29u3bV5Oica7AU8h8ob32IiTXuWP/VKJc1TRNRkZGGBwcpL6+fk1Ex4XamRcKO6UEHru99WoJPIZhcOLECXRdz5Z9xOPxvFyPXEffxS7w1OIccqVxnDjFLEfEKcdCgejJZDIr8Nghy/Y13O12oygK9957L1u3bmXHjh1s3LhxWeVUU1NTvPnNb+bs2bNs2LCB733ve0VziyeffJIPfOADzM7OoqoqN998M29+85sBeNe73sWDDz6YLaO/44472L9//5K2xWHlcUa5w5phZ8uUmlhWM7mlSdXouinHauRwVAohBM8++yxTU1O0tbVx2WWXVe2xYgtOlbC4Syk5cfL/5XQizaypUqdIvjOlFwk4NiG/SdrIUE4uVBUFs64eVSgoigoCPF4PvVf08suRX3Ld5EE+OvgO3FLHlCa/1p8grf6K9SkVdRw2u6/l5DqT7ye6SUqV3S2St+z6D1KuJIY8Qqe4h2jGx/3Hf5+joT1IE3z3x9A6HkA0nBc8+9MKSSkY23UHXU99EMXKXxD7pHueQqt8AsSQC8g9Ugpe/8v/zdU/eg6Bwsvu+0X2sQReRo420XFtAlWXlIuLUuoC6Hv2LGKrKks5Z4Ud+Do4OIiUEq/Xi9vtZmhoiNHR0ewCznZV5JZiOCyM3SI8Go3S3d3NFVdccdEuFBdahOQGec/MzJBIJPK6MhUKPAstlNLpNMFgkPHxcdrb2zl48OCqZpgtlmoVeFwuF6qq0tzcXLQ4y83lKhXcWpi/czEIPI6IU4xTbldMJpNZ9ZuqiqJkz4uFWJZFKpVicnIS0zT5yU9+wle+8hXGxsaYnZ3lwx/+MLt27WLLli3Zn97e3gXH66233spLXvISbrrpJm699VZuvfVWPve5z+U9x+fz8Y1vfIOtW7cyPDzMoUOHeMUrXpEN2f/CF77AG9/4xsrtCIcVo7bP3g5Vy2KcOLUq4ui6Tjwe5/jx4zXlurFt2NU8abMsK5vnEY/H6ezsZMeOHVU/IbH3bSW2897T3+Lz/VESlhsBmBLKpRmd6IK4GzxlsrYVr58bm9/IWGqSpGrgk27aRRN1jZt49eFXM/7Fx1Cl5FeNj+NVf8XOmQRPzXqZUn6Hw1tmuK/tEb79zB+SQeWy1mO8d983cKv5W9XkCvPe/Xfy1afew9MTu8GC1MgbUJQ4XSTxpRuI62F+WXeCV7UeYXjfl2k//k4Uww/CwrJcSMtPAhWNMt2+pCRqeRBKfklXIe5MCv/oJGGfm8Z4vmtHuN14PvA5UtdeS8v6bzD+2a8g08VKjnC7abn55qoRPgtLpvbt21c0QTRNM2/hPTk5mQ1TdblcRWUzXq/XWQSRnyWkqiq9vb0VLeupRcoFeReW/ExPT2ePs0JHiM/nQ0rJ0NAQkUik5oWxxQg8he3SbSoh8FiWVXLflcv1yBV4YrFYnsDjcrnyyj1q6bzgiDgOiyGTyZQcF2uFLYJ3d3fz0Y9+NO+x6667jttuu40zZ85w8uRJ7r//fr72ta/R39+PaZp0dnZyww038LGPfazofX/4wx/y85//HIB3vvOd3HDDDUUizrZt27L/39XVRVtbG6FQqKhTokP1U72rOYea5mLsUJXrukkkEmzbtq2qXTeF2A6iahRx7G4kY2Nj2TyPs2fP0tjYWPUCDsxNng3DWLZd9xfDv+AvH/sKKQvKKhS5CMEdN+r8+f+xUNLFco/Q3Xh2vw0RM+mgEYy5AOGR1CR3fzNEY5PC4UQ9v2x8Ak1/nL7JOE/F3PjUG9nRNcNjyRm+ceT1ZDQVkLxj13eKBBwbt5rhHbu+y1889Jdz2y91lIF3cWNUzIUGS4HnVJzkNV/BXf8E/Vc/QePoJlzJJs5aHv5s4E10ZPp4kXYSlyghAlsWvokBttSdQvWWb+uetFTGZSudrTpiYibbdl2pC9By883ZtuGe172TdS2bmbzlFqxIdN7nrSV2qebs7Czr168vWzKlquq8C7lMJpNddEcikWz9vmma6LpeMmC5FsbfcjAMg6GhIYaHh2lubl50i/BLnYVKfhKJBLFYjMnJSZ5//nlM00TTNNxuNzMzM6TT6bxj7WJZiNvjpdTnqZTAsxSnxUICj11ON5/AU+jiqZbvyxFxHBZDtc59C7Fvfvf19bFhwwZe9KIXFT0+OjrK9PR0qZczNjZGZ2cnAB0dHYyNjZX9e7/5zW9Ip9Ns3rw5+7ubb76ZT3/607zkJS/h1ltvrckS4kuF6j+iHS5aakXEKZV18/jjj9dcC0BbaKgWpJTZFrmpVIru7m6uuuqq7ISs2ra3HLYTZzlIKfnMo58hZV14F7GntrgY/h9vpOOff4iaTKKcy6Qx/R707hchMxmeT59hqGsz/mSE6ekESrKOiCkIJAQ/7xV8dt8unnz4b0ih8E3ve3if7ORXySDy+Al869ppSo/T3DqN15Usuy0+V4KNDf2cCW8AIC0Ek8JNl3mu21PCQ/Bnf8Gh5k/Qrp0G+RgC2CkFh92PcFPmj/lZZgvXaGfRMZGAgsSwBP0JH//c9J+oCqQNBemSaCUKsDKWwn0jW0FR6fni39CUSGGGQqjr1qHv2VMkvHqvu471d91F+ujRss9bTWxX2uDgIIqi0Nvbu2zRWNM0GhoaitrGSynzBJ6ZmRmGh4ezAculOmh5PJ6aEbBLUdgi/PDhwyuSmXApoihK9roZCAQ4ePBgVuzJZDJZR0g0Gs1mPdltswuPMzv36WJgqQJPbhm0lBLDMPIer0SJVn19fcmw7tzvKxaLZXM9cr+vwhKt1RRVHBEnH6eUqjQrlYlTaSzLyhNvCxFC8Pa3v53R0dGix2655Zai55a7Ro+MjPD2t7+dO++8M3vMfPazn6Wjo4N0Os373vc+Pve5z/HJT35yGZ/IYSVxRByHFWGxTpzFtupebRaTdVNL+TJQPW3G0+l09s53Q0MDmzZtKlpUQm2JOJXY1qOTR4lmyneZmg83Xja/9E20v/VDGMef4ehzD/HAb7/Lyx8O4z/6Y2ZVhbbWnWzgbQjNDy4fIgAZCY+7Bfeu1/nzM0c5Y+3gdFxhF51Em55n6kwDGWOGV4/9FAk0+8NoC4hMihQ0usPZfwvmwo4xoUkVeBRoVM/SqgRRcvQXVUg6mOar2t/ygcyf8e+p/bSKGD6RIS41Zkydt8z+kHusbUQzOqPJOjobJ/iddafxCdPuEE7SUrlvZCtnYs34m/y0b966qHEqhFiwjfhqkE6nGR4ezpZMrYYzRAiBruvoul5kqZZSkkql8nI27IBlYN7g22o8N651i/CLHfvcPjo6yrp169i/f3/RXVxN09A0bV7BoJRTzLIsNE27qJ1iCwk8lmUxNTVFMBgE5vajfeNgPgdPJfbNQt+XLfBEIhHGx8fzvq9CB4/H46m44OKIOPnYZbMO+dSKiDMzM1NyPpzLfffdN+9j7e3tjIyM0NnZycjIyLxdrmZnZ7nxxhu55ZZbuOqqq7K/t108brebd7/73Xzxi19cwqdwWC2cke6wZui6XrZV91qw2A5TtZAvU8haijhSSmZmZggGg8RiMdavX88VV1xR9qJaSyJOJZw4E8mJ/NbWpZCSzinonpDMBAQnukBXdT517afo6uwi1B/lsakw9x9/kPfcN4vHADCpa96D58Afoaj5+9sl4JoMHDyaRpM7EPLPiam/JlD3EGOTYcyISVM8hdswSLlcpKOca24+PzoSf6wj+28L2CVUXlzvwnXu42liCxPp22nUvoxX/W3e670izee0f+T61JeYNXXC6LitNK+auJeGxAQnac0+dyDSytfCLXS7owS0dFbcAYFL13nhO99bMwv0CymZWk3sNqkej4fm5ua8x+zuG/bCe2xsLCvw5IY6Xkjw7UpgmiZjY2NZZ8jmzZurKh+h1onFYgwMDBAOh5eVd7NYp1g4HGZkZIREIoGUsmQpoMfjuSgEHsuyGB8fZ2BgAJ/Px/bt27OupkLXjl2KUapF+loIPHaJVimBp7Dt8lIFuVqbh600johTmloR+5bTmQrgta99LXfeeSc33XQTd955J6973euKnpNOp3nDG97AO97xjqIAY1sAklLygx/8gD1r0NTBYfE4I91hRVjMwsntdleFE2cpHabsUrBauliuhYhjGAbDw8MMDQ3h8/no7e2lsbFxUcdHLYk4ldjWVk8rFlbZ57gz8N67TTaNgpCQ9CpYH3kXHdO7+M7XfksqYZAwUuxK/wmPHU6w/fl/o3XqGJ79by8ScGwE4LVg7nJQx+Xa9TQbj/CTk5IbBsbRTCvrckn3CyZfpoBeWrA6EtrFN4/9IfH0+UXY5bh4udeFlvedezDxMJW5iWZuLRJyGonxPu1nHJWb8FtJukePoSXCFGIpGs9smCA1FECPB5ACvLobj7+OF77zvfTtO1h2f641uUHeLper6rvbFVKu+8Z8wbeZTCbbKSe3e9ZK5KIUtggv5QxxWBq2MG+Hbfb29rJjx44VOXYXcoql0+m842xoaIhkMomUsmZLAXOvnS0tLezdu7fohlKu6FE4di5E4IHzpReVFHjKCXK5Dp6xsTGSyWSRwJMr9My3TYZhVH1TidXEEXHmp9rHPEAoFFqWiHPTTTfxpje9iX/6p3+ir6+P733vewD89re/5bbbbuPrX/863/ve93jooYeYnJzkjjvuAM63En/rW99KKBRCSsn+/fu57bbbKvGxHFYIZ6Q7rBm6rq9pec9iXTelqJbSpAtB07RVE81mZ2cJBoPMzMzQ1dXFoUOHLriNrMvlqgqRbzFUwomzp2UPdVodCSNR/KCEdTM6bdMqXRNpvOnUnPiSsZj86q+4b/duTHNugqLhwVIhpXo4uvuPOTTwYwKuxXeA06Sb4OnD7D39I9SCDnMuS8I3BVPvFSha/mNHQrv4ylPvIWPlf89/ITxo8ziMJB5mMh/Eo7yb3PmVFIL16gwRZgFIdm9CDJ7GFcsXcoRlMNie4MltYVrDOp1WM3/9ks8suoRqrcgtO2lpaWHXrl0XXZjuQsG39qLbztmIx+PZ8NvcBbff77/gu/Szs7MMDAwQi8Xo6enhyiuvvChcGdWAZVlZV5PP52PTpk0lnRirhRACt9uN2+0uarldWApoZ7Alk3O5Xh6Pp0jgcbvda3ruSKVSBINBQqEQnZ2dS85qulCBZ74W6bniTiUEnlxBbiGBZ3Z2ltHR0SKBJ1fkqRWHxWrhiDjFLNQpt5qYnJxclojT0tLC/fffX/T7w4cP8/Wvfx2At73tbbztbW8r+foHHnhgyX/bYfVxRrrDirCYSZCmaasebLwU100p1mLbl4vL5SIWi63Y+5umWbRvd+3ateQJ8aXmxBFC8InLP8HHH/k4KfO8eLV+3MM1R1vQMwq6IXl0k0CVgr4ZL+siMZ7Z8MasgFOIpeqMbngFnQs4fGwkkmPSoOPo/bjnmfj4jioY/6ww9VaJ7hYoKFhIvnHsD4sEnN2oBBYoEbPwk5bbcIvnz+8LJBH855+kqCQ7+/CfPJL3bhnNYKIhDQIiLYJPXP0xOjq3Ua1EIhEGBgaIRqPZksJLcQGyUJCqLe7Yizi7DKPQVeH3+7OuCrtF+MDAAC6Xy2kRXmFy29u3traWdIZUG+VKAaWUeaWAtpC4VllPsViM/v5+IpHIiguPlRR47PdaLYHHLtEKh8PZLj2hUKjIuXMxldRdCI6IU0wtldwt14njcGlRG0e1w0WJoiirppAvx3VTirV2ES2FlXIP2XkIk5OTdHR0sG/fvopM7mvJ7aSq6rJdQ1JKdug7eF/7+/jm2DdJkmT9uIerH6/DZc1NRKUAUwUTONFqMNDzOoS7sez7xoWGVNUFG5Y/LTPcOf0cmyZO8qZM+c/ie1rwzD/2sufQy/DXu3g+1koyXRzG14JYhHwksWRL3m+SuBmiI/9Ziorl8aMm54RIQ5E8vi+GV/NSp9Vx06GbuLbz2gX/2mpTWDLliAvlKVeGYZfNxGIxpqenGRwcJJFIkMlkMAwDn89HW1sbjY2NF52zaa1IJBIMDAwwNTVVVVlNy0UIkV3wt7Tkn3/my3pKp9PZ15XKelrKmJ6ZmeHs2bOYpklfX9+al1MuReCx53G5btTczjiVFnhyS+qOHz9OT08Puq5nHTx2ZpJdUmdnJuUKPRerwOOIOMXUSqgxzDlxLquCBgsOtYEz0h1WhAuZhKxUl6dKuW5KUYtOnEqKInbYYjAYRAhBT08P27dvr+ikSFXVmnLiLNXlZN/hHh4epr6+njfsfwPvqHsHRyeP8sinvoBhzfe+Bqnkz3G7t5YVaGYME0Oz0M35s0ASo0cIPPlN/iKTRJEmulV+v0vAZyq0J65AJAVRMgiK6wvYSgAAIABJREFUy8AmkSx8RAgUMZn9VwYXP+alUOJTKT4/mjTRfT42/O4ruGxjE62eVnY37646UaSwZGr37t14vYsva3PIp7BsJh6PMzAwQDKZpK+vj+bm5qzIEwqFiMViZRfdF1reealh592k02n6+vouqS5e5bKeLMvKy3oaGRnJZj0pijKvwJOL7Rrr7+/H7XaveUnaYqlGgcd2WdjnhnKZSYlEgpmZGYaHh/MykwpdPLUs8BiG4ZzbCshkMjUjbC23nMrh0qI2jmqHmsS2uJdjJbo8Vdp1Uwr7rk8tUYmSn0QiQTAYZHx8nHXr1rF79+4Vu+OtaVrNiDhLEZzs3I7Z2Vm6urq4/PLL8yb762bcyPgCoptMIc1RhKtz3qeYLhdPdv+Cw8EXoljFQk5m9AiJ33yN1nOtwyVwogtmAoLGqGTrcLGcIoANrddlJ+It8/SsOoZJFImvjMwkRBzUAVJSI4mbH/NSTrCx6HmqrrHxymvp6etj1+VXVe0k286DutRLplYCu0V4f38/lmVlxeNccaGUq6LUojudTmcDlgt/amXCX2mklNlOSG63mw0bNizY7vZSQ1EU/H4/fr+/6LH5wrwNw8gKPKZpEolEaGhoYMeOHRdNl7RKCzz2mF7oPL9QJs5CmUm5As/09HRZgacWQrFtR6LDeWrJieOUUzlcCJfmTMVhVViMiFOpLk8r6bopRS2V+tgsdZullExMTDAwMIBhGPT09LBly5YVX0TXWibOYoKNLctidHSUYDCYPU7X+XtJhDNMk6S1V2ViIEY8nCb40DNgLlSMJJBWtOwzZr0an9/2Km5oTnLz8QhuQ0NIgbB0kBB78lto5wScxzcLbn+lQtw91/1KCvCl4H13Wxw8dX4sGy4//XVX02SZaKrBDmnhl4KEKB7vnyfJX+PFU0LIsVyC+pe0Ihu/zH/c8wgnE/WUcuAAmKbFsYEhjgeH+dlvHuPaa69l+/btS25NW0lyS6Y0TaOnp8cpmaoguXlbgUCALVu2LHrxu9Ci215w28G39qLb5XIVddDyer0XpSCX2wmpubmZPXv2OK6xJTBfmHc6nWZgYIDR0VHq6+vp7OwklUrx7LPPZkWIUmLixXKsLSeDxzCMPNdOocCznGDjxQo8tiBXKPCUKtFa63O+U05VTC2JOJOTk7S1ta31ZjjUCM5Id1hTbBFnqXcOVsN1Uwp7u2sJVVWzE6PFYLfnHR0dpampiW3btq3qXUNFUS5oe9eShZw4dq5EKBSivb2dvXv3MnE6wb1/f4pUYm6SahkWlikR6twk9YBiwYKJMhKhFHf/scmo8JPDAVKKzn+1+fhZa5K/DH+LXakxtEQrDY/thHPdsB7fLPjSGxTSWv4kNOmGL71B4cPfnxNyTEXjue1vZ8I0eXDyFM1KigZlhLdMSb686SpMkT+h/jUGn1aSfModwGVILAGKBNWrUn9jH66tDVjAPtd2zv7wh2X3o308JBIJfvaznzE9PU0gEChqJWwvvFe604xTMrWy5HbqWYkW4aqqUldXV/K8Zoeo5rZBjsfjWJaVzdiwO2fZActrLSZeKMlkMptn1tXVteROSA6lsUv+ZmZm6O7u5uqrry4pOMzXrc2yrKyYmPtzMYmJixF4Ct079u8jkQipVArTNPM6aRW+71JYTNcz23U1NTVFPB7P63pWqkRrNQQeR8QpxjCMmjmvTU9PF7lJHRzmwxnpDivGYi5YSxFDVtt1U4padOIsBiklU1NTBINBEokE3d3dXHnllWsyKVjrO1oXQiknTq6DyTRNenp62Lp1K4qiEDw2xX3/8hxmplikkYYkoEhO9PQwO+vHH4/M/4eFG6HOBQBLJBLIuOb2W1IT3HXYz8mu8/XxacXDFxpfz9/xJwggMX0v9Q+7kcDtrywWcLKv0wS3v1Llf33dz3Pb/oDRjk2444/hngoy7ZL8sqeRTrfOlcZDHFFfQMIFwhLomka9V+MPb9xO+5ZmzKE4VjSNEtBR1/vyvuPNmzfzute9jnvuuYdkMokQouy5wTRNnn/+ed7//vcD5LUSzu00UyoTxe/3L2tS55RMrSx2qWE8Hs+eg1ZbICkXsJzbQcvO2LDLa0t10FrrttWFzM7O0t/fTyKRoLe3d1WclZcS4XCY/v5+UqkUfX19RSV/hSymW1uumJhIJDBNMysmFgo8F8t3aX+Ows8TDoc5c+YMhmGwfft2XC7XvF204MJLtBYit+tZubb2iUSCyclJEokEqVQKKWWRwFPpmw2OiFNMJpMpcsdVI/Yx7MwlHBaLM9Id1pQLEXHWynVTiloWcUoFSeeG69bV1bFx40bq6+urauFRzeSWftnujOHhYRobG4scTFJKHv7uqZICjs1T7RrPH3yW328LMnlPPdIsNel0oflfmv2OLCvGf7R70DbVM13nYrhZhRLfXxw/p9jKFk5gNoIiLE50QXwBg8OsT+V/vuud/P4vnyA99QO8HS9jumEProyFJ/U8cuwIvRsPs/vyE7xwzx8wlTBZF9DZu/78ceTq9gPFZS02mzdv5v3vfz8jIyMMDAzwyCOPlC1TSyaTjIyM0NXVNW8r4YWCSAtLZuYrY8gN87bFY6dkqnIUlqT19vbS2NhYdft3vi45kL+Ai8ViWRF3vrbVtpi4Gp8xtwV7Ne/fWsUW7fv7+9E0jb6+vqLjYyksRkzM7ciUSCTyOjLl/tSiW8zGvsF09uxZXC4XGzdunDevaSEHz2oJPKU+QzKZzF6PJicnGRwczN60KFWidaECjyPiFFMr5VSFbjIHh4VwRrrDirFYJ065gOBqcN2UYq3//lKxS5RUVUVKSTgcJhgMEolESobrVgMr1b2skqiqSjqd5umnnyYSiWRb8YZCIYaHhwkEAnR1dSGl5DvfPkI4nEKbJ/tFAmeueJb/S/kS7t409S+f5cwDPVgpBYE29wzhRvO/FFXbNPcamSEVfwBNXMbJrstI6WVO7RKmRBMpdKI9flpVmAnEKRFnk4dimWw98+8c7bmK2XXXcPB0M6rQkUC7shXZJulL6tzQs5W+vubyb1YGIQRdXV1Eo9Fs8Hm550aj5TOBFpOJEovF8soYcu9yu91uYrEYs7OzrFu3zskLqTC2gDwyMkJzc3NNl6TlLuBKiYmFbavtDlq53ZDKdTVaCqZpZvNuGhsb2bVrlxN8WkEsy2JkZIRgMEh9fT07d+4sea6pNAuJiYV5LkNDQ0V5LoUCTzVeZ6WUjI2NMTAwgN/vZ8eOHQvu3/kcPFAs7Ky2wGOXVxWeHwoFnomJiTw3qe3gyRWCdV0v+s6WkxF0sVIrIs7s7GxNdKlzqB4cEcdhTdF1nXA4XPT7anLdXExomkYymWRqaorBwUG8Xi89PT00NzdX5QRuJbqXVRI7cDUYDJJKpejq6qK5uZlTp05x++23Z+/ASylxp1twTWwE01X2xDvUovAW/XbczDnU6ntjmHtVzEcFutKIy3M1QutGAFKmwUqRid+HK3WKNzwzxt9cvbv8NlsuiLn5P/Vv4seu1/Pu332MK3/+t8gFVByBJJBUaI9F0GKdCPX8pEgBsMCyJJGp5CL23MLYWTflkFIuyyY9XyaKfde3v7+fiYmJrAg0NTXF1NQUHo+nyFFRakLtMD+xWIxgMMjMzExWQK7WcV4JyrWtLtXVKBaL5QUsX2jobW6eUEdHB4cOHaqJhUytkMlksplx69at4+DBg1XT2nkxeS65Yd7BYDAvz6XwWFuLckDTNBkZGWFwcJCmpib27t1bkTlgOSGmlHOnlMAjpURRlFUTeCzLyivRCoVC2RKtXIHH5/NhGAbpdNq5HuVQKyLOxMQEra2ta70ZDjXExTtjclhzLjQTp1pdN/Ox3M4Iq00kEiEWi/HYY4+xfv16Dh48WNGQ0JXALlurtsVdPB7PLpDa29vZv38/jz/+OC0tLZw8eZLvf//7eQG9eqoJz/RmBAsfK1rrGepkJK9JU6A+zowIIK1xMvEfItQOhBJAWlGkOQqAChw89Qz+RIxEmcmubmQwj7fxzJW7QBH8y7WHmU28CV/quyTLHA7+JGwalqS7XooQ80+Ijj04yu4Xdi573HZ2duJ2u8uWLXo8Hjo752+vfqEUlkxt3LixqOTEvmOam79z9uxZ0ul0diJeWJ5VCxPI1cAWxwYGBrAsi97e3gXzQi4F5utqBPOH3tpuscLjzTAMgsEg8Xicnp4eNm3aVLMlNNVIMpmkv7+f6enpmszDKucWK3Vus90gUFwOOJ8bZDnkimPt7e2rKj5Wq8Bjt6cv5VC0HX62CGwYBs8++2yewFNYonWpCTzVOIcshSPiOFwo1X9UO9Qsi7lIuN1u4vE4x48frznXjS0wVPMELreltcvlIhAI0NfXVzPp99XUZrxcUHHuc+7+6d0Q96JbOpaSxnBFCIS3lRFwJJ7m07i8YYxEA7vFE3isNKYiQIInvJkDgQae8HYQj5+Ze4U5iiyoMtJMi8Z4ivf+6Lt84a3vw1CLT++qaXD9iaewTJ1IpBUaAMsiWl/Pax5v5dvXTpIpMV/WM5I/+i8LS+0gLcoLf+mkwcRAlHV9y+tkJoTgFa94BT+cp2OVy+Xi5S9/eUUmo6lUiqGhIcbGxmhtbS1bMpV7x7RwHNn5O7FYLM9RkdtGuFDguRQW2MtpEX6pUy701i6ZicVijIyMMD09jWVZaJqGz+cjHA5jGEbVl8zUApFIhP7+fuLxOH19fWzbtu2i25cLndsKywHj8XieeF2qHHCx+yiVSjEwMMDExERVimOLEXgK26XbrLTAY+/v5uZmRkdH2bdvX3a7cgWe8fHxou+ssERrtTK6VptauM6GQiHWrVu31pvhUEM4Io7DmpDruolGo2zevLmqXTelsEWcahScCp0ie/fuxev1cuLEibIZI9VGNYg4uUHF87Val1LimYb/vv1B9NO70OXc5FNIgUQiKD2B8Hc8Tcfhb6JoceasNxK3lcQS4A/tpf34O1EMHyBpb3eRNpI8NvFfjCRO572PYlnsGQwhgF0Dp3nlkV/xs52HSLt05lJ2BLqR5voTT9E3NUZa1f5/9t48OrKzPvP/3Fu7VNr3paqkVrd639t4wWOwDW0249hMjMMw+SUZwjJMJpkTbDp27IGcEK9kHQcIIYwDmSTOJIMdEsAxAYzdxrS3ttvd7lW1aZeqVKq96i6/P+RbvrVK6tZSpb6fc3T6tFQq3br11r3v+7zf7/NQl03jnp3gXWdewZlJkOp9J1dNTfJS53FkUoiyiipAfRp+/fsKe0bg6I4mUFXK2PksvGZBIBFZGdPvUolVWsLH4cOHGRoauqTn1zyh4vE4/f39l7xwqOS/o1VUxOPxvJQZfWS1XuTZCAvuVCpFMBjMXYf2799fNS0nGwGTyUQsFiMYDNLY2MihQ4eor69fdsuM0Q5YGn1bpSAIeDyey9bMvFI7YCXzeEEQKvo9JRIJvF4v0WgUt9vN0NBQTSy49WjHW84Qf60EnsLKcP17VkmUSyaTuftRocCjr+KpVYFnsbbsamFmZsYQcQyWhSHiGKwapS72pbxuXn755Zq8cF1MPPpqok93UVW1ZKVIraVqraeIE4lE8Pv9RKPRilHrqdNhjn33B4zHMsyHBhHJL2VZkGaKJxH13a/Td81XEM3574eEQP3Ubnpf+yyi8nbViwmwmK1c0/kL/GT6u4wmRzCrMnXZDLsD03RGEwDYUykGZif4+AtPMdXQQsJqpy6TojMazmkvCiINyQRXek9iVhRUTEgWE52Zft4X7CNimsZz7jhDgRCbxxZeQ8psImVOYa6k4LAwYaprWrnyd31iVSwWw+l00tNz8e1aiqIwOTmZa9tcq5SechUVhSakoVAob8G9nolGF4v22Ukmk0ZLzyqQyWQIBAJMTU3R1dVV5Mey1JaZeDxecne+1Hi7nNCuEYFAgPr6eoaHh2sioni9qCReK4qSu7Zp1Ylai5Ym8rS2tuJ2u6mrq0OW5Q11rbhYgUcf6LBUgWc5yVRLEeW0L63qSkt0LNWiVa33JEVRqvK4SjEzM8O2bdvW+zAMaghDxDFYVQRBIJvNLup1UwsJRIVUiyCi7XZPTEzQ1tbGtm3byk44q+WYl8paijiqqnJ8+jjnxs6RncuyrWlb2Z1XVVWZPH+Wo2/8lL+I/C19jZ0cGvsVLGUqboQi4UOl+9Bf5ws4Kli8AqY56LhwI4LTWrLixSxauLL9Zv535E06Y/Ncd+Jvscjp3M/bZmexZLNIFgtd0XDJ48mIJvaPnsOsFMecCwg0y51kOt/J5hf+eeEQLBZ4/2Fuuvoanv9ZfcVKG6vdTLt7ZRc8WmLVpZBOpwkGg0xNTdHe3s7u3buroopuMRPSVCqVa8/SJxpp7VmFX+vV+6+JyH6/f03FscuJWCyWJyxfTOXYUtoBtQX32NhYbvFWbeNtNZAkKVd12d7evmJmupczoijm/J5UVSUcDuP1eqmvr8flcmG1WvMEbM3XpZSht8Ph2FDjbakCj1ZJslgFTyaTWZHzs5gop4k7iUSCiYmJPIGnVIuW2Wxet/uAJEk1I0LPzs7S2dm53odhUENsnKuhQVVy5swZpqamKnrdaAv1WrnQaqxnJY6qqrkS+UwmQ39/P1dfffWiE3qLxUIikVijo7x01krE+eHID3nw5QeJS3FEQQQBGiIN3N11N9cK1+Y91nv8JX70za9x1jZBdKiDP5y8k2zawcuSyFIb1eytFxAtydz/bScEmv6PGTEJgmomI3+DrKUO+76PY+7eXfz7ook9lm2EGxRk03fyRBwBOHTsRY6+8xrkEhM6WVDp3tFP+mSASnJe1mYl3NtLhyzRds89OK5dOA+CK8yPHjuLnC0WgEwWkWt+cbCqFu5ay1QikahKr4VK6BfchWiJRprAMzs7mzO81S+AtPYsh8OxKjvc+ojwtrY2I4J9hdGbQauqitvtXrXW40qLN1mW8yoqtPGm3btLCTy1UlGh92O5HJLS1hpVVZmamsLn81FXV1dU2VTKH6uUoXcymczzF1tuYlstUU7gKaza0QSeeDyO3+8vCgPQx6SvxOdxsWuEvkVrfHycZDJZJPAUtmitJrWSTAVGO5XB8jHuUgarSl9fH5s3b6444dTEkFq50GpYLBbi8fia/k29P0tzczNDQ0MlDS/LUQ0eM8vBbDbnkjFWGlVVmZ6e5l9O/QtfG/8LJE3SeKvzKZlM8vnnPs+D73yQa3sXBIyRV1/ie3/6MLKUIXlVB3eN/Sp21cqYrCAg02ISsIuQUiAsq4V/EN76HJgdEbQyG9sJgZavmxGz2mdEBmRUOU3y2FdxXPHpIiFHBewiIAic3vpL7HrjLzEpb0/cesfHuea5oxy74hDxunokkwkBlYzZwr5338guh4V/PRWseH5EqxXrb/53+t7znrzPr2tHC9f/f1s4+g8jZFJSzqfGajdzzS8O4trRUuFZ1wZ9y5TNZsPlcm24qpBKiUbZbDa3AIpEIrnJtKqq2Gy2onaZi4kQ1keE9/X1GQvfFUZvSl8NZtAmk4mGhoaSx6Afb5rfUyKRyPk9FZp52+32qhB44vE4Xq+XWCxWs34s1YyiKIyPjxMIBGhpaWH37t1LFngrGXrrx1ssFiuZ2FarguJi6F+H5onl9XpJJpN5oRWlKngK/RBXWuAxmUwVBR59i9bc3FxOBNYEnlItWpdKLYk4RiWOwXIxZlwGq4rT6cwrAS2FJuKUuvBXMxaLZU0qcVRVZW5uDr/fn6smKOfPshi12E610kJZJpMhGAwyPj7O+YSdRye/DebS5yQtp/mDY3/AP3/on3l95nUe/6cvYXZmAJVPztyOXV3woWgwwQ2NZsxvrYMFIKvCqwmZKWlhIiUqWUQ5jWyyISWbABVUaP4/egGnADlL6tVvU3/TA0WL7IQio6gKM63DvLHnDraf/1uEhEzabEMAzMk0z/dvY8QzQF0mRcJqZ6qhhacVC/9Qb1vU7E81mWjZubPk4t61o4Xb72tmxh8jEclS12Sh3e1cd5FE3zLV0dFRNS1Ta43FYqGpqYmmpqa875cyvPX7/XkRwvoFd6EfihERvvroI5Y7OjrYt28fNlvlRLj1ptJ4y2azeWlto6OjJJMLVYh6QVEbdxcjKC4H7X7q9XpRVRWPx0Nra6sxhlcQSZJy99jOzs4iz6ZLpdx4A/L8xebn55mYmChpIK9v0apFgScSieD1epEkicHBwaK276VU8JSLSNeLOysp8JTbdNALPIlEYkUFnloScUKhkBExbrAsDBHHYFVZysSo2gyCl4rVal1VQUTrzx8dHcXpdK6Ix0StiTgrdbyqqubMVuPxOH19faRbN/OHR/8VU2+y2HpGhY45K460Ccke431PvI+klETenGJXNsOm+aupj7y9o+gUhaL3xSzAFfUmjsUXhBxLNs6hF/8nwSs/gDlaT0NYIBsDIVn4xwsOJZtACY9gat2U+15aSBOa+QGyOYtgimL/8AucazTzjz+4jcxAFzMtnZwaGMpV/uiJSjJTjS1FZdeF2O12enp6yv5cEIRLjhFfKfRGuiuRMrVRqWR4WylhRpvEp1Ip6uvr6evro6OjwzjHK4jWDhGJRDbMGBYEAavVitVqLen3lE6ncwKPVk2hFxQLBZ5LMU/VWnr8fj92u33ZVawGi5PJZPD7/UxPT69b66o23pqbm/O+rwmK+grFsbExUqnUQiVpGYGn2sS9cDjMyMgIoigyODhYUsgqRWEFj57lCjzac62lwKO1aIXDYZLJJJIkYTKZSrZo6Tc4a0XEUVU11wptYLBUjNFisKpsZBFntQSR+fn53GS+t7eXQ4cOrdguVq2JOJfa/iXLcq6c2+Fw4Ha7c4uJj//hs2SFCKYCCadvys41J9qwZkVUAQQVMhaF+S0RPqeO4pQV/l/iOhTT25Us5ca5WRDYV2fi6XCCq0J/yvAHxthh/yYqJsQ3ZeYnTEyqi7QfCQJKKoI27ZKQmZn8B5rnzzLdWI/FlsXRqTCV+BWaP9DFP1kHUcXyJeuCIDCVlbnpppt44oknSp5fs9nM4cOHq24Cq0efIGO323G73TQ1NVX1MVczpbwONNP0qakpWlpaFsTPdJqZmRn8fn+ufaGwPata2mWqHa0qxOfzIcsybrebbdu2XRZjWC8olos/jsfjOW8NLUFLW7iVi6wuRJZlxsbGGB0dpaWlxfBsWgWSySRer5dIJILb7ebKK6+sus+/XlAsJfDoKxQrVYzpWwLX6nOqeSB6vV5sNhtbtmxZ0dbKixF4tEpefYuWPj1rrQQeTdzRG2NrvkkOh4NMJoPD4SAajVa1MbZ2Pi+Ha7/BylGdo9ngssJqta65t8xKsJLikyY26D08dpZpZbkURFFctL2tmrhYEUfz65idnaW7u5sDBw7kWhJUVeW5n0/QHpFRrY0kdPHffVN2rn+5A7Py9uSjzdaLXawne7aPREcErB1YEz2IDUuboFhQuWH+q2zZ8yqiGdDZH9eZLYiKglom1eqtA0awNyELWSRLnKnNf8VYYozpRAeCWWHwhhQ7t/8R17Zcx0A0wffeHCWhlG+VkmUFS2yezs5Obr75Zp5++mlSqVTO28Zut3P48GGGhoaW9PrWmsKWKSNBZuUpjAi/6qqryk7I9e0LhbvbNputqD3LarVe9hNVvQBZV1fHpk2bjKoQHZXij/U785USjaxWK/Pz84TDYXp6ejh48GBN7MjXEtFoFK/XSyqVwuPx1KwAWalCsVDgmZmZyasY0+K29V8r1RKoN4R2Op3s2LGj5GdiNVlpgadSRPpyqeTTJUkSyWSSkZERZFkmGAwWCTz6iqv1FnhisVjZVFkDg3IYIo7BqrLUSpxwuHQUcjUjiuKiviKLEYvF8sSGcgleK0WtTbCWI+JoRsX6FJfh4eG8yULgjRDPPn6eRDTDjbIZ2MLfuRwkTRlQ4ZrX23ICTo9jE4fab8Ii2hachAUBSbmVpPyvRGQJSV1adZRJTrFp8OhbAk4+9rYsJotKpZcoWOqgrY+p7X/NfN9PkSWROfMmHE31XHXHzWy98tbc+7rf6aDRZCKhlH/CBpOAJ5vC5wuTSCTYu3dvbkLa3NyMy+Wivr4+VzpdDWjtcIFAwGiZWiUURWFqaopAIIDNZltyZVOl3W0tqURrl/F6vWQymVzqVqHh7UZfZOuTvIwI64uj0s68JEmEQiECgQCxWAyHw4HJZGJiYoJQKLRh/FDWE616bGRkBEEQGBgY2HCm8XoWE3gKr3HlWgL14uJi50ozNff7/bS0tFTtdWIlWrRgdQQes9lMQ0MDFouFvr6+PJFcE3j0wlxh8llhi9ZqzzVmZmYMPxyDZWOIOAbrTq22U10s+l1YURRz5qDGZLKYpYg46XSap189z/nRGdwdTdy4b2vJnZnAGyGe/sZJZPmtVCgEQODdFz7KD4b/irZ5Eav0toBzTecvYBbzF5UW0Yqq/kc6zFlOxESucCqYK1XRAFbTOcQyxsmCAD1XzBF8rhVVLjGxM1mw7/s4qjXGfN9PQQCLpYn3/MqDdA1tKZoMCoLAlzZ18tmz46RKVOPYRYH7N/cw1Pz2AqjQfDQUChEMBkmlUsDiZreriTaZDQaDRsvUKrFaEeH6ePRS7TL6ePRwOJyrptDHB+vj0WtZsEsmk/j9fkKhkJHktUpoRq/ZbBaPx0N7e3vedaKwYkxLbFMUpahibK3bZWoBbZPE5/Nht9tXvKWnFlnsGqdvCdQS2/QidqkELa0iu6OjY8UNodeSahF4JEkqmq9oAk+lCh4t2l4v8JjN5pImyytxbzLixQ0uBmMWYbCqbGRPHA1FUZZ0Y0kkEnltILt27Vrz0lhYeE+0HYdqp9z40XYDv/Pzs3ztpSgp+a3KqFMh/ujn8/zezdt513C79mAYfRHf3/6EdrGVSXkYCnxwTIoNe0pBfevbh9pvKhJw3j4mC3sdIt+bVzgWU7iyXkCsMM459RixAAAgAElEQVQFZbJixZazN033O+eZPNaDkpEXlB1VRbDUYd/3ccTeYcZ2PAoCiKKd4S2/T0vLcNnnu77ZyaNberhnZIqoJOfapBrMJr402Mn1zfk72JXMR/UT0UQiwdjYWMXF9kpFuWpeLNPT00bL1CqhN9Jda2GhlP+OhiRJRXHV2iS6VDx6NS+2Nb+bTCaTqwys1mOtRVRVZWZmBp/Ph8ViYWBgoKzR61L9UGZnZwkEAjkR2263U19fnydmX04tgfqqkObmZsNTaIlUagksNJEfHR0lHA6TTqdzyVuCIDA7O7shqxSXIvAUtmddrMCzXGPjSgJPNpvNpWhpAk8ikUBRlDyBR9+itdR5tjbXMTBYDoaIY7Du1JrZrh6LxYIkSWV3S7Tdq0AggCzL9Pf3s3nz5nWtutHOdy2IOIVoJpXBYJA350380c+jpCVNIFm4uScyMv/971/jTz+6h+vFVzF//3Mo8RDXOgQEh0parecnkc/gyxzE1/wGPxj+JoopS8puRVAXPHAsYuVIX4so0m5KMyVZeCEu8456E6YSk3pZlXhNneU/mM2YKT/Gna44wasbcbx0K8QyCI5GxJYBVEuCsR2Pkug8jdXSxabB+2hpuW7R83R9s5Pn9tVzPJ5iMiPRZTWzt375i91KE1FtsR2Px3OL7UQikUv6KKzeWcwnQJ8glkql6O/vr0qDzFpGiwj3+XwAuFyuqvOxMJvNNDY2FnnElIqrLqwYKxR4LiXN6GLRpyDZbLaKwoLBxaEoSs6wvqmp6ZK8QpbSLqONOe0al06n86KPCxO0NgJaOubY2FjNV4VUG5qIrfk2zc/P43a76evrA8gTePRVivr7sf5rI1X1aff7Uvf9ixF4JElasXuAxWLBYrGU9C/TBJ5EIkEsFmNqaipX6ad5dRVGpGs+jQCzs7OGiGOwbDbOJ9+gKlnKxbOaFhDLRasiKpzcaOarExMTtLS0MDw8XDWlx5rwVEtoVQOhUIju7m7279/P5x89phNw8klJCv/yT3/Ne4Q/RFAymADTW3MCKyluanmI74fv5FubnkQxLYgr080ZMmYFu6keFrE6EoCrGp7lR/O7Ccv1vJwwsdNRh0UAVViYSGSQeNb6JkFHO1dgw1ZBxMmaTAR7xxD7HsU6P4g9245if5Js6yRdXR9hsOXzOJ27l/VZEQSBfc7V2zGttNjOZDK5hY+WZJROp/PKyPWtMjMzMwSDwVyCmNEytbLojdMbGxsZHh6uORPFxeKqSy22M5lM3mJbLyyu9MJHkqRcClJra6tRsbAKZLPZ3H21s7Nz1YUFfbtMIYUtgXNzcyQSidwGSaGguN7GqUslk8kQCASYmpqip6fHaP1bBdLpND6fj1AoVHKzYrE0Jn3VWClTb/1XLW7WlWMxgUcv7CSTSQKBAGazGUVR8gI9VsODZ6kCTzQaZWpqirvvvhu/309TUxMejweAgYEBTp48yaZNm5ZVeRwKhfjoRz+K1+tlYGCAxx9/vOgeCQtVT7t37wbA7Xbz5JNPAjAyMsIdd9zB7OwsBw8e5Fvf+pYh2NYIwjKNWS/NxdXgsiSTySxqAHz06FGuvvrqmlu4nTx5kp6eHlpaWnK73Fopdn9/P93d3VU3AdIfczWjKArT09O8/vrrNDU14Xa76ejoQBRFXg1E+NXHXsI9OUJrap6QvZE3W9wLrUgAqDxv/W/0iOUNsyNKE+/ydCCb327l65uy8x9P7OXGrl/CIla6iak0mv43DeZ/ZCK7g8nMJ/AL7YzaRrALFhJCmmlhPte1tVX18hG+i1UoFnJkUeDUOz6Lt/U/0NK4m6EWP9nsDFZLx7KFm2pHv/CZn5/PGUGazWbsdjsNDQ1FCx+jEufiSaVSBAIBZmZm6O7upq+v77KbnOnTjLQFt5ZSUrjwuZgxl0ql8Pv9zM7O0tPTQ19f34apxqgWNE+hcDhMX18fvb29Vb04LVxsa+NOlmUsFkvJxfZ6X+eSySQ+n4+5uTlcLhc9PT3rfkwbDS2KXau86erqWrFzrG9D1X/pK0EKTb2r+TN0sWiJVLFYjIGBATo6OvLEncKvQlZD4CmHVrV58uRJHnvsMex2O6qqcuHCBVKpFB0dHWzevJktW7bkvrZu3Vo0J7zrrrtobW3lyJEjPPDAA4TDYR588MGiv+d0OonFYkXfv/3227ntttu44447+PSnP83evXv5zGc+s2qv22BJLGnib4g4BqtONptdNNb62LFj7N27t+YWGGfPnqW+vp5MJsPY2BiNjY24XK6qLp8/e/YsTU1NdHZ2rvehlERfxdTa2sr8/Dz79u3LKz199m/+GeufPUJdJoUqgKCqxC0O/mzff+RY9zYO2J/jr/k6zgrVLynVyie6ujhen3+t7Ju08yfTX6DeVCnyV6HNfA8W0zhz2c+SUq4ggcpfmydwms4jISGwcMG0CWa2uc5iMR3nmmAAu5JFEBQEQDKbiL37Tur2/uYlnbNaQd8ylU6n6e/vz01ks9ls0aInmUzmoqr1lRRGVHVlIpEIPp+PVCqFy+Va0cXCRkI/5rRxV87strAlcH5+Hp/PRzKZxO1209nZaZzjFUYfYa2d41r/zC825kottlfzNcdiMbxeL8lkEo/HQ0dHR82f42ojHo8zMjKybue4cMxp91ZZlrFarRsitS2RSDAyMkIikWBgYKDI2Lwc5VqzCtfGqqoiiuKqCTyf/OQnufPOOzlw4EDu783MzHDu3DnOnj3L2bNnGRsb4xvf+EbR727dupUf//jH9PT0MD4+zrvf/W5Onz5d9LhSIo6qqnR0dDAxMYHZbOb555/nC1/4Aj/4wQ9W7LUZXBSGiGNQHSxFxDl+/DhDQ0M1U+KvLUZPnTpFOp1mcHCQ3t7emtiBHRkZwWaz0dvbu96HkkMzKvb7/SQSCfr7++np6cFsNvPqq6+yZcuWnAlq5O++z/RD9yLKxQJNymTiy7fU0dYT4QszzdiVFkQhhFU4TeH9PKXa+Z2OFp5uKH7Proju5J7gr2OjnKiYxcIFsrxtkiyZBeau62Lo6m7GXvcSDUdoaGmib88gkcizXBj5PaTsPI1RCWs6i1zXQMfe+2lpfdelnLqaQJZlJicni1qmloJmPKqvoojH47mUj8JKio3mEbBULjYi3KCYQrNbbcyl02kkScolnnR2dtLe3p4TFQ0uHb1v0+UQYa2htaGWWmwDJRO0FvMZq4QWE66qKgMDA7S0tGz4c7zWzM/PMzIygiRJDAwM0NraWlXnWPMZKzXmyomKdru9qgQevUA2ODhIW1vbip3jtRR4brvtNr75zW/S39+/7ONsbm5mbm4udywtLS25/+sxm83s27cPs9nMkSNH+IVf+AVmZma46qqrOHfuHACBQID3v//9nDhxYtnHYbCiLGkQX34zXYM1ZyMlVEmSlPOW0GIlzWZzrqe1FqgmI+lsNsubL/sY80/R0OJg2wFP0WTSbDaTzWRI/+y7JF8LEv4/3ykp4ADYZZnfetmD/eDHict2EqiAiEiMZsujOEwv5h5rQiGCAyj2BzrW8AZfcn2d3xz7T7TKTQhF11MLWbbmfccsCmwaaMZkMuHaN5T3s5aW6zjQ/G/EYq+TyU5vyFapUuhTpjo7O9m7d29eRdVS0BuPlopx1S+yQ6FQUauMvnqn2iagK4HeJ6S9vd3wYlkBCs1uNUP10dFR2tra6OzszI29iYmJnBeK3nhUv+DeiG0LK42iKExOThIIBKivr69J36ZLQRAEbDYbNputrOeTdq3T2lDT6TRAXnKWPs2o8P6iT/OyWq0MDQ2V9PAwuDTC4TBerxeAwcHBokS0akHvM1YqtU0vKobDYUZHR/NExVICz1rNaWKxGBcuXCCbzTI4OLgqImSluYIm8BTGpWtoJstLFXhCoVBFY+P3vOc9TExMFH3/S1/6Ut7/9X+nEJ/PR19fHxcuXOCGG25g9+7dVd01YLA4hohjUBVUu4gTjUYJBAKEw2F6eno4cOAANpuNmZkZZmdn1/vwloXFYskluqwXsViM48+e5+yPY6iSgCgKjJPC99PzbLuxGV+rTMJmZ2tXJx0/eZzI3zxBOA2qagZFopxIberaRdfuTyPIC7vib+dWOQhlj9DKAzkhxyRkuDU+yUvONpQST/eq8yRnnKd4R/QAQhYEsXL7jmA3Yeorn5AiCAINDXuWdH5qGa2qKhAI5FqmNm3atCriiSiKZU0g9UlGkUiEsbGx3ATUbrcXCTzrkWR0KcRiMQKBQC4i/B3veIchFqww6XSaQCDA9PQ03d3dHDx4sGK1ZaEXirbYLtW2sFFFxeWiT0Fqb2+/KKF3o6M3WC4lZOvTjMbHx3Om3iaTKfd72WyWcDh8yWleBqVRVZXZ2Vm8Xi9Wq5XNmzdXTZjFxbCYqKivVJydnc15QcLb99eVqhrTE41GuXDhArIs58Sb9UC7bpe651YSeFRVzZ0HvcCTzWYrVnM+/fTTZX/W1dXF+Ph4rp2qnFWCln62adMm3v3ud/PKK6/wkY98hLm5uZw5djAYzD3OoPoxRByDVadWK3G0FpBAIIDFYsHlcrF9+/a811NNVS1LZb2OWd/uER1T8D4jL+gxqMhvyS1SOsPPvjPF/7vKwYXuDFf+8Bl+95vfw5ZdOOe2liTZqBlFKj2m7Pv+M4KpTNw7duayn8Uu/iqCACJwczKOY0rhi11tJAUh52PjEFVub8nQ2v81gpFNWELNtHynF/vO2xCEEosus0D9Bz01JQKsNLIsMzExwejoKHV1dXg8nnXd5bFYLDQ3N5fcYdR2tePxeFGSUan2rGoRR7SFgt/vBxYSJqotInwjEI1G8fl8xONxXC7XkqPuTSYTDQ0NJRdv+l3tQlFxpVtlaoF0Oo3f72dmZobe3l4jBeki0eKqtXZjPZlMBp/Px/j4OA6HA6fTSSKR4Pjx42VNvavlWlcrqKrK9PQ0Xq+X+vp6tm/fXvK92EgUVirqWUrVWKHAsxR/u0gkkmv/q+bqJli6wKOqKuPj4/zJn/wJ09PTF329//CHP8xjjz3GkSNHeOyxx7jllluKHhMOh3P3lZmZGZ577jnuuusuBEHg+uuv5//+3//LHXfcUfb3DaoTwxPHYNWRZXnRSOvJyUmi0SibN29eo6MqTzwezyW6dHV10d/fX7Y9IZFIcPr0afbv37/GR3nxRKNRRkZG2LNnbapCtN1srd2jv7+fJx86RSJSXrSLOAT+9ENN/P09v0HnXOit76r0Xxti9GctqFLxgkpsGaTumv+BYCkfzSiQoN36u9jEM3nfT1hF/nZfG/OKSKNJxWNV8jx0hBS0f7WVhj0PY3XYUdMymuIj2E3Uf9CDZXMjJ0InmE3N0mZvY1frrg29CNPQJyB1dnbS399fszvplVJltEqKwvastXiP9e08jY2NuN3uy6rVZC3QBDKfz4coing8xa2dq/V3Cz2ftEWPVoFR2J5VC95r5YjFYvh8PmKx2Ion9BgskM1mCQQCTE5Olk1M06cZ6Y3kN5LZ7Wqitf/5fD6am5vxeDxGG+siKIqSJ/BoX5q/XSmBR/O8EUWRwcHBDdP+MzY2xpe//GVeeOEFfvu3f5uPfvSjFy1iz87Ocvvtt+P3+/F4PDz++OO0trby4osv8tWvfpW//Mu/5OjRo3zqU59CFEUUReG3fuu3+C//5b8AcOHCBe644w5CoRD79+/n29/+ds3O4TYQhrGxQXWgKMqilR/hcJjx8XF27NixRkeVj75KBMDlci0pbUSSJF566SWuvPLKtTjMFSGZTHLq1KmcC/5qoKoq4XAYv99PMpnMRZaaTCYmR+b5l0ffQMmWN7vOCCpPe6L8/t/ehz29MHbsbRlc75pl5HudSMniHQ5zzz7sB34FwVKhpYk4rZY/xmF6Pu/7kgiv7GlivrH04khIQtsLH8Rz2xEsW5qQRxMosQyi04qpr46jE0d54KUHiGajiIgoKDRYGjhy8Ajv7HnnUk5ZTaE3os5kMnkpUxsRvQGktuCJx+O58vFSC+2VMLo1IsJXH1mWcz5njY2NeDyeqtlJ17fK6EUeSZIwmUw1U0mhXS+8Xi+qquLxeKrO5HUjkEql8Pl8hMPhXDjAcsdDObPbRCIBrL8XynqjXS8CgQDt7e243W5jwbsCFLYFhsNhwuEwsNCe5XQ6i8ZdLYrZo6OjfPnLX+bYsWN87nOf4/bbb6/Ka7bBumMYGxvUDuvVTqUtkiYnJ2lvb2fHjh3LmsCbTKacgVmtsJrtVJIk5SoG6uvrGRgYyEvI+cmZGb7+96e4WhKwVbhGqSpIUxaOd2ziyuBCVKLFLiMA9v31RH4mY1LyX4OSikCpVqc8BESh2MNIFcCWKS8qqWYL0Xfvxjq8UMJr7q8HFsbJc+PP8TvP/w5pOZ33O0kpye88/zvcf/X9G0bIKWyZ0t7fjc5iBpClPCn0Rrf66p2lLLQ1gSydTuNyuRgaGtqwAtl6kclkCAQCTE1N0dXVxYEDB6pOINO3yhSaXuorKWKxGFNTU7lKisKF9lpWjelRVZWpqSn8fj92u73mfUKqFa26KR6P4/F4GB4evuj3erFrXSUvlIttlakF9N5NXV1dHDp0qCZFhGpFu1emUimmp6ex2WxcccUVOJ1OZFkuEng0MbuwBVr7qrbWzNHRUR555BFefPFF7rzzTh599FFDvDG4ZKprlBtsSKrNE0dLaAgEAmSzWfr7+7n66qsv6oJai5OT1RCeYrEYfr8/Z/x88ODBvAWRqqr81Wtj/NGTp2lPqQhq5Z0rAZgXBf7Xzl/kHcHfRwCyKRMIkO3s4NSu97D19P/DIiVBEEBVUZNzIFR+D0XiWIUzxT9QIW0tv0hW7U72H/pY8fdVlftfur9IwNFIy2keeOkBnvzgkzU5VjSSySTBYDDXYmiYj76NPua8EK09Kx6PE4/HcwttRVGK2rMcDgeRSIRgMJiLCK/mvv9aRbtWRaNR+vv7a9YQ2mw209jYWJQupFVSaJU7hakydru9yH9npRfa+va/lpYWIzFtldCqm2RZXpMI60peKIWtMnqvsVpuC9S3phneTauD1so6MjKCw+Eo8hUymUxlAwwKW6BnZ2dzLdCF1YrrkRYYDAZ55JFHePnll7nzzjv58z//85q83xhUJ8aVyKAqMJvNi/rmXCqZTIZgMMj4+DjNzc1s3rx5xeI19Y7z1c5KHae+BU0UxZLGzwD/Ho7xO+fGmPu3IEgK4yZICypWtfxxpASVcZOKHTtvtrhRm63MNjazt/487liYcNtOTrzzEFdlAwjpCKK9CbFlsHJ6FCmaLY9S6iHZrMi8rdzl0Epny/8gEokUtcmcCJ0glo1VPE/RbJQ3Qm+wq21XxcdVG4UtU0ZFyPIpZ3Srj2+dn5/nwoULRKNRTCZTbhd8ZmaGRCKRW/TUwoKnWlFVlVAohN/vR1VV3G53yWvVRkBfSVEpqrrQ1FsvRuoX28tZsOqrm5aS5mWwfPTeTWazuWp8QvQVEYUoipK30NYqKbLZbN5CWy/wrPdCV2+8vRxzc4Olo22ojoyMUF9fz86dO5edmlbJTL7Q90kzWVYUpcjYW9tIWalxFwgEePjhhzl+/Dh33nknX/nKV9Z9TBtsPAwRx2DVEQQBQRCo5L+0WpNpzZslEAiQSCTo6+vjyiuvXNGdFLPZjCzLl83uTCqVIhgM5oyKK914/z0c4zOng6RDaaySutBAJcAP6rLcErdiKdFSlUXlqbosCCD1ODhy5G6yViuCqqKKAs1KlE//a4Kw5EBuGcQhVmjLQkVGQSVNh/nLuXhxPYoEM88103rSwtzHJFQHbxkW2zBZm+ho/x8Iwp68NhlBELA7xvFljuMyZzkjqZRrYRURmUnNLOHMVgdaz7/WEjc4OLhiYqfBAlqk6Pj4OPPz8/T393PgwAFMJlORN8Do6GiRD0phJYWxuCiNoihMTEwQCARwOp2XfTtPpahqfctCPB4nFArlxp3ZbM4bc1pboDbuEokEPp+PSCRiLHhXCc1IVxvL27ZtqxrvpsUQRbFsJYUkSXnjTltoy7KMxWIpWUmxmmMrmUzi8/mYm5vD4/EYGxergNZm6fP5cDqd7N69e1Uq9cpVKwJ5vk/RaJTJyck8Y2+Hw5F3zVuqsbff7+eRRx7h+PHj3HXXXXzta18zxBuDVcMwNjZYEzKZTEURB+Do0aNcffXVKyLoZLPZXDm30+nE7XbnebOsJK+88gpbt25d9g7CevL8888va6KtNypOpVJlTRNVVSUae410ehrLTCtfOGPlrBlOptJYXg8hKG+f/8GsyOGEBbsqoEkgKWFBwBmxKMjtNrL7WsFUfIzbg3F+8WiMDpOVK+pNmEu8rxIyr4p+vKYQM2KE7cIFPsTT2EmjIiCgkpXMjB9rIjlqBUHAbBKRd9ip+9XbcO65Dqdzd9GYCYef4fyF30OW5pFVlYySIqEIPB62cipVfLN2mBz82XV/xu723Us61+tFYctUf39/1XmE1DqlIsLb2tqWfF3Sdhb15srJZBJVVfN8ULTJ50aPqS5HNpvNCc0dHR24XC6j/e8SKDS61cadJElIkoQgCHR0dNDR0bFu/jsbFa01LRgM0tbWhtvtxm4vn8C4kdCPO32ClqIoJQ2WHQ7HRY+7eDyO1+slHo8zMDBAR0eHMYZXGFVVc4leTU1NDAwMVN1YLmfsrd1nrVYrr776KmNjYwwPD7N9+3aGh4eZmJjgkUce4fXXX+fzn/88t956qyH+GVwKRjqVQfWQzWZRlPLGsQDHjh1j7969l7RwjEQiBAIB5ufnc9Gaq70QPXHiBC6XqypKmpfKiy++yO7duxdd2GhGxcFgkIaGhpwYBgs3u7GxMaLRKGMmK5L5NHUTD+Cc9NB58j8hSg5UVCRsHBOy/G42hVw4KVKhRxZwKgIxcaGFCmHhQpN+VzfYy+9g7B+d5heOJukQbeyus2MWFsQgGZgXVB4myTkhQpMpy2d2q3i9QWLJFH1M0ECcKPWM0g0qtIZCtKrwgY9/HNvu8tHg4fAznDn72yhKquhnGQW+OWsrEnKaTc18oecLVVk2rq9U0/yhlpLKZrA89B4hTU1NuN3uFd1FLzQc1RY8+pjqwkqKjVg5GI/H8fv9RCIR+vr66O3tNXZBVxhVVZmensbv92M2m+nr68NkMuUteCqltlksFmNxvAT0QmR3dzf9/f1Ga9pb6NtRCxfasOD7VCjwlBO0o9EoIyMjZDIZBgcHjdS0VUAfx97S0sLAwEBNiurauHv99dc5evQoZ8+e5dy5c/j9fmZnZ9myZQvXXnstw8PDbNmyhS1btuB2u417kMHFYIg4BtXDUkSc1157jcHBwWWXu+sjYjVD0LW8EZ85c4aWlpai9JBq5tVXX2Xz5s1F5c2qqiIF48SnI0zFQkyL8/T29ebEMFVVOR6c57WzXs4cP4ZTmiOjKAxlTrKl+SXs1l10jn+GcHKWlBzHbqqnzdYLAnxYjREWlnYJUZosZA61g7m8mGCVJD7+7/PcMHCOgbF/J5Dt5zvK1QQwc4YsislKoxrlD2yPcb3lJGflPh6X34tUoovUbDZzyy23MDQ0VPbvqarKy6+8l0xmsuxjwpLAF8ftaNdfm8mWS6fSG/Dp44L1aTL6FKPVrKLQt0w5nU5cLpfRMrUKJJNJAoEAs7OzOVF5rRdiWnuWvnpHG3d6XwC9wXItiXiad5PP50OWZdxuN+3t7cZCbIXR32ebmprweDwVq08LjW61cZfJZErGo6+3oF0tpFKp3KKwv7/fECKXid73Sf+lF7S1cRsKhTCZTDnxxmBlURQlF8fe1taGx+PZMNW9Xq+Xhx9+mJMnT3LkyBE+/OEPMzExwdmzZ/O+NB+2/v5+7r//fnbu3Lneh25QGxgijkH1IEnSoolIb775Jh0dHUW9+uWIxWIEAgFCoRDd3d309fWtS2nmyMgINpuN3t7eNf/bF8sbb7xBX19fXvpN6nSI+SdGUFMyCCAKAqLDjPPmQWzDzfzkzAz3/fMp5hIZZElCBRxyht949R+4Zuo1Ig4rkR03cyF5BlnNsnANUrGIdg6138QJm4vviFmaBWgjQEIYZYpmXlE3gypgAkwsBEyZeuzMDzciWcsveG0ZhVtenONX3mll2xX7EcdfgegEx5PtTIXn6XvxfvYrJ/OMjM8wwHd5L0lTI4LJjKqq2O12Dh8+XFHAAYhGj3Py1CdRlETZx6QV+KtQM/6siQZLA0cOHlk0Xlzb3SlcZJeqorgYs1E9elFB+8xslElVtaCqKpFIJC8ivFqrm7Sycb2oqG/PKqzeqaa4YL1HiMPhwOPxGELkKqCvCOns7MTlcl3yNaMwUUYbf4qilPRBqTVh8WKIx+P4fD6i0Sgej6dqrxm1jCzLTExM5NpZ6+rqkCQpT1gsrFrciBWLq42iKIyNjREIBOjo6MDtdm+YecbIyAgPP/wwb775Zk68WexzqigKwWCQ1tbWkr5QBgYlMEQcg+phKSLOhQsXcDgc9PT0lH2MfuJuMplwuVzr3rs8OjpKNptlYGBg3Y5hueirh1KpFOM/u0DdT6KISonzaBY4dgDueilCtsRbuDl6ng9OPgWCilLGZNgkmLmm4xY66wYxC2lAQCBOvflrpMTT/HP0U3gzh0iYVG67fQhhSyMffyNAqsL7as2q/OefzvLrv7SbzgFd9ZaqYv/KQcTYeMnfU4FA3S5C7/1fOBsa6OnpWdL4mQ39kPPn70GW4+UfJDjItv4nWltvZGfrzksel/pUj8LqHW2xoxd4SnlR6P2MJEnKfWaMBcLKUigq6FsPaw2tPatQWCxMMdKPvbWqFshms4yOjjI+Pk57ezsul6vqfBU2AslkEr/fTzgcXtPWtHJtMnrfJ/0iu9Z9nyKRCF6vF0mS8Hg8y/LIMlgaWgugz+fD4XAwODhY1M5aKCxqX5qxd6mKRaNCKh+9f1NnZydut3vDtACeP4FBmnAAACAASURBVH+eRx55hDNnznDkyBFuvvlmYw5lsJos6SZgSMwGa8JSJiVWq5VMJlPyZ4lEgkAgwPT0NJ2dnezatatqjIQtFguJRPnqjKpDVXHOvYk8OslZ6gnZNzH4c3Oe6XAekor75xLZEj/yJHy8Z/aHKCaodM2RVYkXZ5/i5rrPAAvvm4qDuPTbtFoe4Fcav8y/hD/Hj2OtzEX6ucHpoNlqZqKUavQW9qzCYFqgw5O/syGOv4yQni/7ewLgyo7Q2RBH6d1a9nGFWC3ti5pzi4LA/u7raWhYmTjxSqke2mInHo8TDocJBoN5XhQOh4NsNkskEqGhoYFNmzYZlQqrQCaTYXR0NJfWtmfPnpoXFQRBwG63Y7fby6YYacLO7Oxs2TQZTVhcicmuJiqEQiH6+vq44oorjF3yVWB+fh6fz0cqlcLtdjM8PLymooIWj66vEoV83yd9ilFhm4x+oV2tC0gt8t7r9WIymRgYGCh6vQaXjias+/1+Ghsb2bVrV9kUpEpR1YslGV2OlWN6ZFkmGAwyNjZGd3f3hro2nzt3jocffpjz589z5MgRPvShD11W761BdbMxPmUGVc9SRZxIJJL7v7Z7EggEkGUZl8vFli1bqu4CarFYyGZLSRzVh3L6+5i//zlcqXkQBERRIGvaz0z6CGoFEaYBkR2YOIlOVFFVbpj5CRa1coWVRlZJEUqP02Z/u+1Mxc5c9rN0236V99T/Ma3PuPlkdx9/1O/kS5u6+K+nx0iXeC6zpPKhV+L8h9u3FY0tITYJwiJjRBARYhNLOm4Np3MPZnMDmUx5wc5sbsDpXJsUqnKLnUQiwcjICJOTk9TX19PY2EgymeTkyZOYTKai1qzLbcK5UsRiMfx+fy4i/B3veMdlsTNrMpkWFRYTiQRzc3OMjY3lmY0WtmctxeR2bm4u15q2HqLC5YCWmubz+TCZTHg8Hpqbm6vqPOuFxUL/Es33SRN45ubmSCQSZLPZvCoKfTz6enxW9dHK9fX1bN261WivWAW0dh6thWXfvn2XZKRrsVhoamoqqqwsTDIqvOaVStDaSMltkiQRDAYZHx+np6dnQ4k3Z8+e5eGHH+bChQvcfffdfOADHzDmSQZVx8b4tBlsCLRKnFQqldvZbm1trfqJTqUKomohGo0yd+xxBo/9T0yK7lhlUFIKSEm0CplSKEC7TuRRgS7LLFZ1Oa9bICnHSjx3PRl1GId4lo6GCJ4ZL1/8Fys//M2r+fOtvRw5M0EkKyOoKqogYM8o3Hoyw6+9bwjXjpai51OdXaBWNtFGVVCd3cs49oVFxKbB+8qmU4minU2D963LBK1Uy9T27duLJh16D5RIJFJ2ka39u1H62FcKVVWZmZnB7/cjiiJut5vt27dvmEn5pVKpiiKVSuWqdyYnJ4nH40Umt3phUYtit9lseDyemm1Nq2YURWFiYoJAIEBDQwPbtm1b0dS0tUIURerr66mvry8KGJAkKa8lVavg0aoo9MLipcZUl0MvKrS0tGyIar1qRF8R0tnZycGDB1e1GksQhCVVjiUSCWZmZnKVY0Be5Zj2VU2eY5WQJIlAIMDExAS9vb0bagPj7NmzPPTQQ4yMjHDPPffw/ve/3xBvDKoWQ8QxWBMWuzGpqko8HmdqaopoNEp/fz9XXXVVTdwYqrUSR+/RYTaZuOL1P84XcN5CEGY5Zfcza0nRmm1iW2oAoaAqR0Rg5i1LLLndRnZnM7ZgGNUrLig8S0LFYSolxqkoahuoZ7E4FNpS8wRSEq+NznN9fxM/u2KIV2Mpzo3FcCYVDvY56Hh3Q9kxpfQcQLU1ImTLe9eo9iaUnv1LPfAcLS3XMbzly1wY+T0kKYogiKiqgtncwKbB+2hpuW7Zz3kpFKZMDQ0NVUx3q7SjqF9kj4+P53ayy0WjX04TG0mScue5qampZhe764XW7lKqlUHvRRGNRvF6vcRisVzVmFahmc1my/o+GSwP/Q56R0fHJVcqVDNms5nGxsaiVlJ9FYXWkjo6Oloyplovai9n7OnPc1dX16qLCpcrevPtaqkIWaxyTJ+gNTk5mRN4RFEsEneqpTUwm83i9/uZmpracNWnZ86c4aGHHsLn83HPPffwvve977Ka4xjUJoaIY7CuaH4S4+PjOJ1OrFYrV1111Xof1rKoNhEnlUoRCASYnJyks7OT3bt3Uxd6A5MUQ1XhFXUzU2ozncIcsbogv9cRIyJ8FRERBRWn4uA3xj/GO+Jv+7rERDipyAsCzr5WMInEGpoQluF1bhHttNpKmVYLiMIsCJBNiszaGxEFmI4tCE6CILC/wcH+raV72YufTiBz08PYnvgEglRcMaOa7WQOPwQXuRBsabmOA83/Riz2OpnsNFZLB07n7jVdWBamTO3fv/+SqmYqLbK1nex4PE40GmViYqKs0Wi1JRhdKoUR4cYibOUxmUxYLBYikUjuPB84cACz2Uw2m80Ji6V8nwrHnvHeVEa7N8zMzNDb21sVi931YrEqCm2RHY/HKy6ySyUGptNp/H4/MzMz9PX1bajFbjWRyWTw+/1MT0/XlKigH0OFaJ5jmsATDodzBsv6DRX912q/Zv15drlcXHnllRtG4Dh9+jQPPfQQgUCAe+65h5tuumnDvDaDjc/lefc2WHP0izpVVZmbmyMQCBCLxfJMKp9//vl1PMqLoxoWrJpRot/vJ5PJ4HK5uOaaa3I3IyE2yY+ye7gn/THmqUNARak/h6nrcRAl4O0KnZQpzR/0f527g7/OO+K7SInwyHY74okoqZ0tYFp4zvHOftJWO9bs4i1VJsHMofab8scBKtPCPClhGkWYpysjMB1t4nSLmzoVOpwXL0ooQzeSvuUvsT51F0IqsuCRoyqo9iYyhx9CGbrxop8bFt7zhoY9l/Qcy0V7jwOBQK5lavPmzas+4ai0k61PMJqamsolGOknqfrqnVqYYGvXJ+2z5Ha71+Q8X45oJrrJZLLkedYW2S0t+W2T2k62vnIsHo/nKscKvXcu9ySZWCyGz+cjHo/jcrkYGhoyxnMF9KJ2OWNvbZEdCoVy7VmCICDLMpIk0dXVxa5du6ivrzfO9QqTSqXw+XyEw2HcbveGEhUqeY5Vag3Um8qvlN9dJpPB5/MxOzu74cSbN998kwcffJDx8XHuvvtuDh8+vKKv7dd+7df47ne/S2dnJydOnCj6+d/8zd/w4IMPoqoqDQ0NfOUrX2Hv3r0ADAwM0NDQgMlkwmw28+KLL67YcRlsLIyIcYM1I5FIMDo6yujoKHV1dbhcLlpaWvIW9kePHuWaa65Zx6O8ONbruLW43bGxMRobG3G73SUTiH7y/PP89++HSaEJIyr1m+9HtJRPcWrLNvNw4A94YKeDY80m9r8W5YW9TjC/faMb9J3mlqf+DotcXImkoqKIYBfruKrtg/TWDeV+FhBneNbyJhmyCGQABXMmy6m5Nn7UtJvuRhs//M2rL10gU1XE8VcQYhOozu6FFqoqEN2Wg76Vp7GxEZfLVbFlqhrQt8gURqOXqt6phpjgjRQRXs1ohvV+vx+z2bziJrqFCx0tolpRlFySTLWNvdVA88ny+XyoqorH46G1tXVDvtb1Zn5+Hq/XSzqdprOzE6vVmhdTrShKyXh0ozVweSQSiVy7pcfjobOz0zh/b6FvDdTGnXbd0xssa+Ov0thLp9N4vV7C4TAej4eurq4NId6oqpoTbyYnJ/nd3/1dbrzxxlV5bc888wxOp5Nf/uVfLiniHD16lO3bt9PS0sL3vvc9vvCFL/DCCy8ACyLOiy++SHt7+4ofl0HNYESMG1QXJ0+epL6+noMHD5Zt/RAEAUVRau6GIYoisiyv2W7v/Px8LhlHK4sv10qgqir3PifpBBwQ7QEEsbjVSM+sJcmtV00i2TdjzUgIthRWxYm+7mbEs5UnDt/B4WeewJ5JoQKCnEE2S5x2xQh2JYk2qOz0mViImZIJiBM8bTmDLGhmOguXoYzNSl9nmkFlnrs+eO3KTM4EAaX3wKU/zzqQSCQIBAKEQqFci0mtGA2Xi2tVVZVMJpObaGomwfqYYM2gVJtwrkWpeDAYZHJyko6ODsN0dJWQZZmxsTFGR0dpbm5mx44dJdsJLpVKlWP6sacZJxdGVOsX2bXYnqUoClNTU/j9furq6ti8eXPVi761iCaSeb1eBEFgcHCwbEy4Nva0Rfbs7CyBQKBsa6A29gyBYgHNKyudTjMwMGCYyZegkt+dfuxp1bza2NN7P5nNZmZnZ4lGowwMDGyYJEBVVTl16hQPPvggU1NT3Hvvvdxwww2rus647rrr8Hq9ZX+u3/S96qqrCAaDq3YsBhsXQ8QxWDP27t2LolR2wdX8ZWrNZFE77tVccOqTRCwWC263m507d1a8ySqKwtOvnCeSzG95WqjAqXxzVgQRUZkDQEWmafp51OH3A/lCwohnK1/7+J30TAVxxmYg/R3m6n15T//7rr/gr899CUwiz9b5kLOlx4FZUHmvM8h1m1tL/nyjo2+LUxQFl8vFli1bak7ULIcgCNhsNmw2W0mzR30FxezsLPF4PJciU1hBcam72NFoFL/fn2vprBU/hVojnU4TCASYnp6mu7t73XyFFht7+ojqUj4U+rF3qW0Kq4Esy7lK17a2NkOMXCW0SjKfz4fD4WB4eHjR9Ez92CvXGqhd+/Sm8uX8dy6X61QkEmFkZARFURgcHCw6dwaLU2nsad5Pmql3IpHAZrOhqio+n4+pqamSCVq1gibePPDAA8zMzOTEm2oTpr7xjW/w/ve/P/d/QRA4fPgwgiDwqU99ik9+8pPreHQG1Ywh4hisGUu5cGpx3bUm4mjHvRqTZs1cdWpqis7OTvbs2VPSgFaPqqqcOXOGp598jjMJB7LSCrw98VOyjSzeHamgmBZ2Fu2ZJLtOH+O5K95NttRNXBAY73IhttXROnahSB6Km5KcaQvSe2gHmaNS5WOXMvzkvJd0azudFjP7nBu/5LywZepy3D0XRbGsF4B+J7GUwW1hNHqlqrTCiHCjxWR10Itk1e6nsFhEtVa9s5ixd11d3Zq3Z+lNR3t6ejh06FBNVhBVO4qiMD4+TiAQoLm5mV27di16H14Ki5nc6tuyZmdnc22pZrO5aOxVo7i4XLQKp5GREcxmM4ODg0Zb6yqRTCYZGRkhHo8zMDBAR0dH7tqlF7b14mImkylrsFwtJumqqnLy5EkeeOABZmdnq1a8AfjRj37EN77xDZ599tnc95599ln6+vqYmprive99L9u2beO669Y2+dSgNqiOT5yBwVvYbDYymcWNcquNlU6oUlU1V+6fzWaXbGKrqiqKovDzH57k9e9PY1GGaDEpUJcF3a8qKReqYkcwlT/XqliPZB3CnM1w+JknEYGbnnmCJ957B5KlhJCjpHGGvlm6vsckMnOjiSZFWvRGmlBUHjrjJ9gpoajQaDbxpcFOrm+uvNtZixS2TBnpR6UplyJTWEExNzdHPB5HkqSc0aPmexKLxZienqalpcWICF8l9NctQRDweDxFvme1htlsLtumkE6n80xG4/E4mUwmrzWwXILRpRKPx/H5fESj0aoXyWoZSZJyvnOdnZ1r2tZari0V8j1QIpEI4+PjReKifuxVu/eTJrB7vV4cDgdbt25dtMLJ4OKIx+OMjIyQTCYZHBykra2taGzohe1CyomLkiRhNpvzhEVNXFyL6jFVVXnjjTd48MEHCYVC3HvvvVx//fVVO+5fe+01PvGJT/C9730vz0C9r68PgM7OTm699VZ+/vOfGyKOQUkMEcdgzVhqJU46nV6Do1lZVkrEKTQq3rx5c0mjYj2acDNx7jTxuTCxcD0nvh9FVBeqmbqTF7DaG8iK+gmRQGr8Nhz9f4MgljIltpBs/DgN8QiHn3mSTf4zAGzyn+GWf/s7nrruFtI2J4IioQgqshjHGfomttTx0scoqIgJkYm5CSRpkUocVEIWGzF5oVIokZH47NlxHt3SsyGEnFItUxul93ytqVRBkc1mCYfDBAIBotForrpvbm6OVCpVtMCupTLxakOW5VyrZ2Nj45JaTGodQRCw2+3Y7faKrYGFCUaXWkExNzeHz+dDkiTcbrfhD7JK6CucqjGOvZIHSqG4qMWj672fllK5uBaoqsrk5CQ+n4/GxkZ27ty5Kl5ZBgspdSMjI6TTaQYHBy+6CnUp4qJWuTg5OUkymSzZFq0ZLF+q+KyqKidOnOCBBx4gEolw33338a53vauqr4t+v5/bbruNb33rWwwPD+e+H4/HURSFhoYG4vE4Tz31FPfdd986HqlBNWOkUxmsGVr0ZiVGR0fJZrMMDAyszUGtEIFAAFVVcbvdF/X7hUbFfX19i06sNPHGe/xlnnnsL8gkEiAIiPZfRhDqc49JR76O197K9zoPI4n5z2mqfxN7zz8hWNKogggoINSxzbuZgSkrPVPBkpU1KgLjnX3E6hpwJub56c4XSDrkssfa6ejkyQ8+CcBXvvIVYrFY2cfGbHa+feVNRSlS3VYzz+0brOobcyVqMWWqFtFHhGtVbB0dHbmJouYDoLXIxOPxXDx14QK7Wv1PqoVMJpPX6ulyuQwxbBEKU2Ti8TjJZBJYqEQtJy5qiV5WqxWPx2O0mKwSyWQSn8/H3Nwcbreb7u7uDfP5L2yR0cagJEk5QbywRWa1Kij07Wmtra243W7Dw2mViEajXLhwAUmScuLNWqOqatkELSCvemypyYGqqvL666/zwAMPEI1Guffee6tGvPmlX/olfvzjHzMzM0NXVxdf/OIXcxu9n/70p/nEJz7BP/7jP+LxeAByUeIXLlzg1ltvBRbmjB/72Me455571u11GKwbSxrEhohjsGYoirJotcr09DThcDhPma4FJiYmiMfjDA0NLf7gt9AbFVut1iX5c2ifV0VRUBQF/2uv8NSf/xFydqEtSjD1YG34CIKwMPFXpDEy0X8Esngdbn7U/i7SohVBVVEFAZuS4dq5Z/nZDdsJNVkxC3X8wRt/z8RLWWR16RPXYEeSHx2YRjYVXyJsJhv3X30/7+x5JwDnz5/niSeeKCnoZUUT/7bjCvxt3UU/s6PypTqZ/Q11ueqLldjFWW0KW6aWItAZLB/t8xQMBqmrq8Plci17oavFUxcusLUWhVIL7GqYMK41sVgMv99PNBqlv7+f7u7uy8ZsdbXQxEX9AlsvMNrtdtrb22lqarrsDG7XAi0BKZVK4fF48vxBLgckSSKZTOYtsLXqsZWsoNAbcHd0dOB2uw3hd5WYn5/nwoULKIrCpk2byqanrTeF1WPa2NOq8n/605/i9/vZsmUL27ZtY8eOHUxPT/PQQw8Rj8e59957ue666y6rz6vBhscQcQyqi6WIOJFIhEAgwK5du9boqFaGUCjE5OQk27dvX/Sx2qJ+enqarq4uXC7XojtQWtWNqqroP7Pf/tx/JR4O5f4vWjZjqX9fTsSRM2fJxn8AbwWDq8CkrZO4qZ56OU5XeoqMxca/3/gRZjcN89CZL3Pj5E/4+pu7iGWXN7EKdiR5fncI2WHCZDKjoNBgaeDIwSM5AUfj/PnzPPXUU6RSKQRBQFJUoiYzP9myt6SAA+AUBb7Y08iVoly0g62PaK2WEnEtRlZrmbrcFgVrRWFEeH9//4rv6GqTTL24o00y9SaP+kXORltg69sAtarDUl4KBpdONpslEAgwOTlJV1cXPT09yLJcNP7KLbAdDofxviwBrWpPiwIeGBigubnZOHc6Fqug0EdUVxK3JUkiEAgwMTFBd3c3LperqtrTNhJzc3OMjIwAsGnTppqu2lMUBa/Xy0svvcTp06c5ceIE586dY3x8nN7eXvbt28fw8DBbtmzJ/VvLr9fA4C0MEcegulBVdVHT4mQyyalTpzhw4MAaHdXKEI1GGRkZYc+ePSV/rk/FkWUZl8tFV1fXko2KtWh2bWIkCAIT58/w3Yd/n2w6lXt8pUqccghWGzt/4/Ncu3MnAiCOv4Lv1Rf5/nd+jJQtrpYxW63se/8tnHrm38kk4gttT6qKta6e6375E8RcNmZSM7Tb29nZWj4CXVVVxsfHicVijIkW/lsoS6LCFaZeFPjW9n72OfMTQVRVzdtB1HavC/0n9NU7qzVJlySJsbGxnKeR2+3e8N4g64U+/Wg9q0E0k8fC6h1ZlktW71S7wWgh+opBp9OJ2+022gBXCX0rT39/Pz09PYuOaX1yW6kFdqnktloaf6uBPibcbrf//+y9eXRb5Z3//9Yuy/Ii77Z0JdlxbIeQQuOEAG2HlMJQZiilhbK050tooWylBaaFBgI59JxSEtLS/hj2raGlDckUmFBKYShDYAppgEB7SmJns6QryfIuWftyl98f6XN7tdhxHEmW5Od1jo9jW06ubx7fez/v5/N5v2G32+mange5usdIgpFCoZCud9FoFOFwGGazGVarteIE7lKBpHqpVCp0dnYe00+xXBBFEX/961+xadMmJBIJ3H333fjsZz+LRCKBoaEhHDx4EIcOHcLBgwdx8OBBBINBGI1GbN68GWeeeeZCHz6FMh+oiEMpLeYi4vA8jw8++ACnn356kY4qP8Tjcezbtw/9/f1pn08mk5JRcX19/ZwKINJtQzpvgKOiTeaD99De9/G/Tz+M1D8e2Am6um9DoayR/q7E9JOAOLMHTbWpEf/vZ49k/f2uv32Et599MkuoOWvdt2E7ZSVEUcTY0GFEAn5U15vQ0tU97+JAFEV85mMHRnKIRoT5eOKkUqms3WtS4GTuHlZXV897ZzASicDtdsPv96OjowMdHR10ZKoAkOLL7XZDqVSWdPoRud7l6t4hBU7m+iul4iaVSsHj8WBkZATNzc1gGEYyh6bkl2AwCKfTiUQikbdRnlzeT5kRwZkeKKW0/gqBXJCsra2FzWajJroFIhqNYmhoCH6/H7W1tVCr1VL32Ezrr9RHo0sReSS7RqNBZ2dnxQiSoiji448/xqZNm5BKpXD33XfjM5/5zJyujaFQSPJ5olDKECriUEqPuSRPvffee2WnnguCgD179uCMM84AcHQsjHhGmM1mmM3mYwoEuUamcok3hFydOACgVHdCY7wACsVREYFPDSEVfgVA7q6af73xP2A7JXfnUz6FmmPxViCM7xzyIS5kX2b0SkVe06kyo6nl4wnyaGrykJmre0cepyyKIh2ZKiDyDqf6+nowDFPWD2fy9KLM9afVarO6JwrZPZZJNBoFy7IIBAIwm83o6Oio+OJ+ISDXD5fLBZVKJY3yFIPM7jG5/0mueOpirr9CQH1Yikc0GoXT6UQoFILNZkNra2vO0arMtReNRiEIgrT+Mv13ynn9FQIy3upwOKDT6dDZ2VkxXb+iKOKjjz7CfffdB0EQcPfdd+PMM8+ka4CymKAiDqX0SCaTONaaK0cRRxRFfPCb36BNp8NYKgVVXx+sNtsxjYoFQcDw8DBCoRAMBgPa2trwiS+MiUgKzUYtPmWunXUc6dffvyHNE4egVHdCYzgHCpUeaq0WqfgRJMNvQqlMQqlSZnXVlApvBcLY4BhDiOOhUCggiiJq1Crc29lStHhx+XgCedAk3j1VVVWoqqpCIpHA9PQ06uvrYbPZKubhqdSIxWJgWRZTU1OLosOJ+E9kdk/E40eF2nx2j2X+uyS6mud5WK1WNDU10YfmAiDvBqmpqYHNZisZQVK+/uRFNll/VVVVacV1dXV1Sf8+ytPT2tvbYbFYqA9LgQiHw3A6nYjFYrDb7fO6fpDuxUyBUb7+csWjL6brFBnNdzqdMBgMsNvtJXP9OFFEUcTevXuxadMmiKKIjRs34vTTT19U/78Uyj+gIg6l9EilUpK/y0zs3r0ba9asKZvWWv+f/oSpe38CMRyGQqWCEoCythbNd98Fw+c+l/N7RFHEoUOH0sx9XSkj3k1YwSk0aE+NQ5+KAIZafPdrZ2FtT1POv+fI3vfxp8f+PwhctueNWqvFmq/dgrqWLhjqNGhkqjHuOFKUrpoTQRRF/C0Sx2iSQ6tWjVOqS2MXjqSXBAIBGI1GqNVqyfuEdE/Ii+ty8z4pFUh7uNvtzhkRvljJ7B4j7zmOS+sek0ejH2v9CYKAsbExsCyLqqoq2Gy2ivFRKDU4joPH44HP5yvL8TRBEHKOZ3EcN6O590L9zhLx1+/3g2EYtLe3L/rrR6GYnp6G0+kEz/Ow2+0FG28l60/euUOS25RKZVY0usFgqCjBjowSO51OGI1G2O32ihkFFEURH374ITZt2gSlUom7774ba9asoc9PlMUMFXEopcdcRJy9e/di+fLleU+YySdkN2T4lVdgfPgRKHKkbin0OrT+9KdpQg4ZmTp8+DBefvllKWbbw9fhrdQSWKIefH7ibeiEJEQc/S1OKrVYdvFVuOD8s6S/IxgMwu12IxKJQB2Zxr5XXkQyGs3pXUOZP+T/2e12AwAYhsnaYcy1ex2JRNK8TzLHY+h4SjaZEeFWq5UKCnNkNu8neXIbeQ8AXq8XPp8PTU1Nc0rIo8yPeDwOlmUxOTkpjadVUnEJHBWoco1nkfGYzO6dQgncpBskGo3CZrOhpaWFFoIFgHTuORwOKJVKdHZ2LmgiEM/zWfHoJNyACNzya2BVVVXZiHqiKGJsbAxOpxO1tbWw2+2oqqo69jeWAaIo4oMPPsB9990HjUaDjRs3YvXq1fR3lkKhIg6lFOE4DjzPz/qav//97yW7Iyw3KjbV18Nw8y0QxsdnfL2qtRXMa38EgDS/m8cffxzh8FGzYVEE/itxCpqjPpw/9jo0Yvb54RRq/Pt3b4WupQNerxd6vR4Mw0hxqMX0rlkMpFIp+Hw+DA8Po66uDgzDzGtkinif5IoGzkwuqq6uzhnNWukkEgl4PB6MjY2hpaUFFoulrDoUShmS3EbWXjAYhN/vRyqVgk6nQ319PYxGY1r3TrkUN6WOXFCwWq1oaWlZdOf2WObemQIjGY85XkhMuCAIBe0GWewQhPcQ8QAAIABJREFUHyen01k2PiwzxaOLopjT/6lUOmhFUcTIyAhYlpXGtitFaBdFEe+//z7uu+8+aLVaKt5QKNlQEYdSesxFxDlw4AAaGxvR1JR7hGghmJ6ehsvlkuKMOzo6wO3fD99110OMRmf8PoXBgJZHHoH25OVHP1Yo4PP5sH37dqT+0b0zJlTjfxI9+H/u38LIR2b+u6qMOOc/7iy7NvxygqRMBQIBtLe3F8yDJVdxE4lEkEwm01rD5SNalVYAlkpE+GIgEAiAZVkkEglJUOB5Pmf3DiluMgXGxeY9MR/IKKDL5YIoilRQmAUyHpire0KlUmV172QKjKRL0uVyQavVwm63l+TGTyVAukFcLlfFjPKIoohEIpEVj54pMBbb/4l0pLIsi4aGBthstop53hNFEXv27MHmzZuh0+mwceNG9Pf30+sjhZLNnH4pKqunl1LyzOVirdVqjxlFXgx4nofP54PH44Fer4fVak17IE+MTxwdX5oNhQKOob0YbZxEo74RJzecjHA4nHYeYqIGrYlRaIVj/MxcCjUKsWJu6KVCrpGp3t7egj5YKBQK6HQ66HQ6NDQ0pH2NJMeQB8uxsTFEo9G0nUNSWJdbcS2PCFepVFm/U5T8QQovlmWh0+lgtVrT0o/UajXq6uqyxiBINDVZf6Ojo1neE5neO4tdfJN7CxkMBnR3d1dMzG+hIPG/uUxZSfdENBpFMBjEyMiIJDCSVKlIJAKj0Yju7m7U1dXRa0gBkAsKJpMJn/rUpyqmG0ShUECv10Ov12fdg+X+Y9FoFMPDw4hGo0ilUjPGo5/oNZCEXHg8HjQ2NmLlypUVk6AmiiL+8pe/YNOmTTAYDPjJT36ClStX5vV39lvf+hZeeeUVtLS04JNPPsl5DDfffDNeffVVGAwGbN26FStXHrUbePbZZ/HjH/8YAHDXXXdh3bp1eTsuCqWQUBGHUnLodLo5RZEXChKxOzk5idbWVpx66qk5H1xUzU1HZ6FmIZaKYovnaThFDQQIqNHU4Fr7tWkJXVWKFAx87JhtbkqlApGAfz4/EiUHqVQKw8PD8Pl8qK+vR29vb0mkPKhUKtTU1GQVgWTnkOwYjo6OSjuH8gfLUjAWzYTjOMmDpb6+HsuWLSv7ndxShcSxe71eNDQ04OSTTz4uDwV5CltjY2Pa1+TR1HKBMdP7pNRGEwqFPLq6sbGxoorchUSj0WQJjORck1Qvi8WCZDKJoaEhJJNJyX8sczym0vyHigHP85Kg0NzcXFGCwlyYTWDkOE7qIItEIhgfH5dGpLVabc549Nnuw4IgwOv1wuPxoKWlBf39/SWd+HY8iKKI3bt3Y9OmTTAajdi8eTM+/elPF+SecNVVV+Gmm27ClVdemfPrf/zjH3Ho0CEcOnQIe/bswQ033IA9e/ZgamoKP/rRj/Dhhx9CoVCgv78fF154IUwmU96PkULJN/TuRikqc7l4azQahEKhIhzNPyEdAizLQhRFMAyDnp6eWW++uhUroDQawc8yThXWidjXkgC4o102MS6GLQe34LM1n0X91NFd8WZFBPtUtcfsnVMCqK6nN5YTJRwOw+12Y3p6Gh0dHWXz0CTfOZytuA6FQmk716S4lgs8xXogj0ajcLvdUkR4uZzrciQej8PtdmNiYgLt7e1YtWpV3s/1sQRGsgbHx8el8UB5cS1fg+XcvZNIJOB2uzE+Pl6wc005SiqVgtvtxujoKNra2nDaaaflPNfEf4yswampKam4VqvVWR1kxyquFyPyBLW2tja6rnOgVqtnvAbKO8j8fj+8Xq9kMK/X69NERr1ej/HxcQwPD6O1tbWizrUoinj33XexefNm1NbWYsuWLTj11FMLKuj/y7/8C5xO54xf37lzJ6688kooFAqcfvrpCAQC8Pl82LVrF84991ypG+vcc8/Fa6+9hiuuuKJgx0qh5Asq4lCKylwu4jqdrmjjVMlkUnpoMZlM6OvrO6ZRHzEnFgQBpjvvxOQPfwgxR+dQQg08+UVl1shVgk/gg/oP8K+Bf4UoiFAogKXGCJJKLbR8dsoVQWuoRktX9/x+0EVOrpGpvr6+iukSmK24lo/GjIyMSMV1rsImH8a2xBeEZVlwHAer1Yqenp6KOdelRjAYhMvlQiwWg9VqxZIlS4penB5rNEHuOTExMZG2c53ZvaPX60t2rUQiEbhcLoRCITAMgzVr1lAhoEDE43G4XC74/X5YLBacdtppswp/SqUSRqMx5/1bnt42PT2N4eHhnMV1OY6o5oNkMgm3242xsTGYzeZjnmtKNgqFAlqtFlqtNm1sFUi/D4fDYRw5cgShUAgqlQo6nQ7hcFgaxTwRg++FRhRF/PnPf8bmzZtRX1+Pn/3sZzjllFNK4nfJ6/WCYRjpY4vFInVR5vo8hVIOUBGHUnIU2hNHFEVMT0+DZVlEIhGYzWasWbPmmG3XRLghIg4AGD73WSi33I/Je++FEAoDCgUEgcOUJoknzlPg4+7cD/hJRRI1S2uQcCbAcRzs6igm25dC7/071DnSqVRaLc5a9+2SuBmWE6U6MlUsZhuNkccCE9+J6D+6yvR6fVrXxFxMHXmex+joKNxuN6qrq9HV1UWNRgsEESVZloVKpYLNZpOS6kqNmYprsnNNxhImJycl8+VcyUXV1dULNhpD0o94nofNZsOyZctK8lxXApFIBE6nE5FIJG8CsEajQX19/azFtdz/KZlMSiOqmeNZlSRuJBIJuFwuTE1NUVGygCgUCmg0Guk+29HRgZUrV0KlUqV1kJEOnkgkAo7jsjZaSm1MmiCKIv7v//4P999/P0wmEx544IGSEW8olEqGijiUorKQxsbEqNjtdqOqqmpOhQ8RawRBgCAIAI7+DPKbaNVnPwvzq68i+ckn4MfH8Te4sSGwFRF+ltQqhQI9K3vw+Qs/D5/Ph3A4DKPRiMToMN7c+gS4WBRQKKAURah0Olg+9wWMJXmE9+1LG42hLeG5yRyZWrVqFfVGyECtVqO2tjZLaCGFDSmufT6f9FApT40ha1CpVMLr9UoR4aeeeio13y4QxKvC6/WWvbeQfOc6038gM7noWKMxVVVVeS8YyIity+WCTqejomSBmZ6ehtPpPLqpYbejoaGh4EXgXPyfyFtmB1mu8axyKVpjsRicTieCwSCsViu6u7vpc0SBkI8D5upymq2DTL7REgqFJB884kGWKTAWew0S8Wbz5s1oamrCL37xC6xYsaIkfw/MZrPUiQ0AHo8HZrMZZrMZu3btSvv82rVri3+AFMo8oBHjlKKTTCZxrHX33nvv4cwzz8zLv0dioycnJ9HW1gaLxXLMIjNX141CoZjTzenvk3/Hd9/5LmJcbMbXVKmr8NC/PISTG0/O+W+PDR1GJOBHdb0JLV3dUCgUaTd08kZawquqqrI6JxabaCFPPlIoFLBarWhsbCzJB4pyhcz8RyIR+P1+TE1NIZlMQqvVoqamBkajMe2hshxbwksRuQcLuYYt1nMrH42RR6MDyNm9c7znSZ5KWF9fD5vNdlzG0JS5I4oiJicn4XK5oFarYbfbs9LSSg2594l8HcbjcQBIi6YutgfZsYhEInA4HIjFYrDZbGhubqb3xwKRSqXAsizGxsZgsVhgNpvzJpSJoohkMpkmMs60BuXXwXz9X4uiiHfeeQebNm1CS0sLNm7ciJNPPnnB15LT6cQFF1yQM53qD3/4Ax566CG8+uqr2LNnD773ve/h/fffx9TUFPr7+/HRRx8BAFauXIm9e/dmjQVTKEWGRoxTFi+ZRsWkLftYN1Ei3si7buYq3hBObjgZ1arqWUWcGk0Nljcsz/k1hUKB1iVLsz4/W+eEPC2B7FpzHCd5TsiLmkpLjEmlUlLyEfE1WkwjU8VErVYjkUhgeHgYarUay5cvl7oo5J0TXq9X6t7RaDRZsejltGu9kIRCIbAsi3A4TMcd/sFsozHyNUhigUkH2bH8n4g/2ujoKFpbW6kJdwGRR7JXV1eX1TX7WN4n8mhqn88nRVMrlcqca7AY41nBYBAOh6OoXU6LlWQyCZfLhcnJyYJdsxUKBXQ6HXQ6XVYXY+YazBwRzBS6jyfBTRAEvPPOO9i8eTPa2trw0EMPlYR4AwBXXHEFdu3ahYmJCVgsFvzoRz9CKnXUY/L666/Hv/3bv+HVV19Fd3c3DAYDfvnLXwIAGhoacPfdd2P16tUAgI0bN1IBh1I20E4cStFJpVKSSDITf/nLX7B69erjfsBJJBLweDwYGRlBQ0MDGIaZk1ExkD0ydbw3JkEQMD4+Do/Hg32xfXhy9EkkheyxMJ1Kh/vOuA+faf/Mcf398yGZTKZ17pBI6lwPlKU4az0bxAwwGAyio6MDHR0di677qFgQb6Hh4WHp92quYzyZnRPyHcNcqUWL/f+QdCewLAuFQgGbzQaTyVQSD8rlCsdxWd07xP9Jo9EglUohmUyira0NDMNQkbFAyMcBGxoaYLVaF00kuzxBkLyPxWIQBGHGaOoTXYN+vx8OhwMKhQKdnZ1ZohMlf8j9haxWK9ra2krueYrn+TShm7zJx1SJ4HfSSSeht7cXer0egiDg7bffxubNm9HR0YG77roLy5cvp9dICqVwzOmXi4o4lKIzFxHno48+wrJly+bUxi6KIgKBAFiWRTQahcViQXt7+7yMiucj3iQSCXi9XoyOjqKxsREWiwUGgwHv+t7Fpr2bEEqFoIQSAgTUaGqwvn99UQSc2ZDP+4fDYenPoihKpraZaR2lgHxkSqlUgmEYOjJVQKLRKFiWhd/vh9lszqtQRnxP5OKOvIMsU9yp9MKa53mMjIzA4/GgpqYGVqv1mAI0Zf4QD5Z4PI6mpiao1WqpwJEb25az0F0qpFIpaXOltbUVDMOUzD1loZGPxsgFnsQ/Ei/JqPRcx1SJCOx0OqHVatHZ2ZmVWkjJH/IUNZvNhra2trK8T5ERwYGBAWzfvh1DQ0Nwu91IJpPgOA5VVVW49NJLsXbtWvT09OR1PIxCoWRBRRxKacJxHHg+O4FJzieffAKGYWadj+c4TvIuMBgMsFqt8zYqPt6bLkm4crvdiMViMJvNaGtry+ocEkUR+6b2YSI+gSZ9E5Y3lPbuRWZaB3lLpVJQq9VpIzHFHIuRj0w1NDTAYrGUTft9uSGPCOd5HgzDFN07QV7UkDd5apF8DZZ7Yow83relpQUMw5SMh0alkZnqZbfbZ+xOkHdOyHeuRVHMGY1eaWOq+SCRSIBlWWnEoaOjo6x/V4uNXOiWizy5RgQNBgNCoZCUDmi32+k9soDIzaHtdjtaWloq5vdfEAS89dZbuP/++8EwDK655hoolUocPHhQevN4PFCpVOjs7ERPTw8+97nP4bzzzlvoQ6dQKgUq4lBKE57nwXHcrK85ePAgTCYTmpubs74WiUTAsiympqaKYlSceew+nw/Dw8OoqqqShKZKuXnPhtzMMddYTCEKa/nIlNlsnlOHFWV+yDtBjEYjrFZrye3gylOL5LvWJDGmnPyf5GubYZicIjAlPwiCgJGREbjdbtTU1MBms827wBVFEYlEImfnBBlTzewiW2z/r5FIBC6XC6FQCFarFa2trXTXPs+QoINwOIyxsTH4/X4olUpoNJqsbloqMuaPWCwGh8OBcDgMu91eUebQgiDgzTffxJYtW2C327FhwwYsW7ZsxtdzHAen04mDBw9Co9Hg3HPPLeLRUigVDRVxKKXJXEQcp9MJjUYDs9kM4J9+M8Qnwmq1zunmmcuoWP5+rkSjUbjdbkxNTaG1tRVms5nGKP+DzMKaFDY8z0On02V17xwrJSFzZMpqtVIjxgIiTz5qaWmZkyhaapDEmFz+TwqFIquoXqjCmnQ5uVwuyXCdjgMWDnkHX3NzM6xWa0G7nDI9J+TXwlzdO5U2IhgMBuF0OpFMJmG32+naLiDEX8jj8aCpqQk2mw1arTanyCi/FsrHsxZrkuV8iEQicDqdiEajsNvtaGpqqpi1LQgC/vSnP2HLli3o6urChg0b0NfXt9CHRaEsZqiIQylNBEGQXONnYnh4GIlEAh0dHWlGxVar9Zg7qPkcmZqYmIDb7YYoimAYBk1NTXRHcY6QWf/MwjqZTEKpVOaMRPf5fNLI1PGY51KOn2AwmOYjVYpGjPlAEISsrolMkVEu8mi12rw/nMs7QUq1y6mSiMfjYFkWk5OTMJvNMJvNC9oNkykyyrt3SGGd6b9TLoW1KIqYmpqC0+k85oga5cThOA4ejwc+n++4/YXkGy6Z10JibCtfh5kJbouRcDgMh8OBRCKBzs7OitpQEgQBb7zxBrZs2YIlS5bgrrvuQm9v70IfFoVCoSIOpVQ5logjiiJcLhfcbjfUajUYhkF7e/sxH8LzNTKVTCYxPDwsRVZbLBZqMJpneJ6XChq/34+pqSkkEgloNBrU1tbCaDSmFdblUtCUOqIoYmxsDG63GxqNZk4+UpVKpshIihoiMubD1FZu6Nrc3AyGYcquy6mcCIVCcLlciEajsFqtaGlpKfkidKbCmuM4aDSarDVYVVVVEr+v5FricrlQXV0Nm81G75MFJJVKgWVZjI2NoaOjAxaLJa/CpHxcmnTvxGIxiKKYJnaTtVgIsbuUCIVCcDgcSKVS6OzsrKiEQEEQ8D//8z/YsmULli5dirvuugs9PT0LfVgUCuWfUBGHUpqQ4ikTjuOk+FHSFtzf318Uo2LgaFqJx+NBKBSi/isFRh7HLh+ZAjCj50lmQVPqnielRKYxNO1ymh15ept8LZKCJtMDKnNEkKR6BQIBKdVrsfmiFAvSCeJyuSoukp1078iL61gsBgA5u3eKkfgkCII0xmMymWCz2RZNTPhCQMyhJycnJXPoYgqTZDwrcx0mk0lpVDXTYLmcn5tIxDbP85J4UykIgoDXX38dW7ZsQW9vL+666y4sXbp0oQ+LQqFkQ0UcSmmSKeIQg0+/34/29nZYLBaIoohPPvkE/f39M/4d+TIqHh0dlYQjhmEqpgAoRZLJJLxerzQedzxiAkksIpHoxzITLfUd+GIQiUTgdrsRCATQ0dGR14jwxUiugoaktymVSqjVasTjcSgUCprGU2AEQcDo6KiUxrOYOkEEQUA8Hs8qrEmKYOa1MB9jMfIxHpqiVnhisRhcLhemp6dL1hw60wOKvJFNF3JfJutRr9eX3M9AmJ6extDQEACgq6tr1mTUckMQBLz22mv46U9/imXLlmHDhg3o7u5e6MOiUCgzQ0UcSukSi8WksY5cRsWCIGDPnj0444wz0r4vX0bFsVgMHo8HExMTaG5uhsViobuJBSQUCoFl2YJ0OckfJHN1TeQyVq5kSGcCy7IQBAFWq7WiTBhLDUEQpLESjUYDk8kEQRAQiUSyxhHkhTUtgOeHvGOzqakJDMPQa7cMMhaT2b0jiiL0en3O7p3Zrg3ymPBS8BeqdIiBbiQSKev0I7LpkquLTJ6eNdd1WCgCgQCGhoagVCrR1dWF2traoh9DoRAEAa+++ip+9rOfYfny5diwYQOWLFmy0IdFoVCODRVxKKXLe++9h+rqajAMM6NR8XvvvYczzzwzr0bFU1NTcLvdSKVSYBimLDwTyhUyMiX3NiqmKaC8a0L+RnarM8Wdck+KKYeI8EpCPqI2m5ggiiLi8XjWaFYymSxY10QlIk9RIx2btKts7sy2DlUqVZa4AwButxvBYBAMw1Ss8XmpIPdgsdvtFWWgK4esQ3n3DvEiI+swczyrEKLh1NQUHA4HNBoNOjs7K+peKQgC/vCHP+BnP/sZVqxYgTvvvJOKNxRKeUFFHErpkkwmcay199577+G0004DgBMamUqlUvD5fBgeHkZtbS0YhqmoG3apIR+ZamxshMViKTn/FbmJY+YuYabfyULFUc+VeDwOj8eD8fFxtLa2wmKx0C6PAhKLxcCyLKampiS/m/mKCRzHZa3DaDQK4J+71cX2PCk1IpEIXC4XQqEQFRMKBDGaj0aj8Pv9mJiYQCqVglarzRIZF4OpbTEJBAJwOBwAgM7OzkWd7JXpRSYfz9JqtVndO8e78UI28hwOB3Q6HTo7OytqBFMQBLzyyit44IEHcMopp+COO+5AV1dXQf6t1157DTfffDN4nsc111yD9evXp3391ltvxVtvvQXgqEfc2NgYAoEAAEClUmHFihUAAKvVipdffrkgx0ihlDFUxKGULqlUSuqqkSPvutm/fz+CwWBaMXM8aUWhUEjaSWxvb0dHR8eiLIKKBRmZCofD0shUKYsfuZAnxWQaKxcrjnquTE9Pg2VZxGKxio4ILxWmp6fhcrmQSCSk5KNC/d/Ld6vla5HjOKhUqqyiulQSi/KFKIoIBAJwuVzgeR42mw2NjY0V9TOWEqIowu/3w+l0QqFQwG63w2QySd2M8qJanuBWVVWVlZ5Vbtf8hUAey16JnSD5RhTFNJNvsg7j8TiAbJPvzHFVURQxOTkJh8OBqqoqdHZ2ztgBXo4IgoDf//73eOCBB/DpT38ad955J+x2e8H+PZ7n0dPTgzfeeAMWiwWrV6/Gtm3bcNJJJ+V8/X/+53/i448/xjPPPAMAMBqNCIfDBTs+CqUCoCIOpXThOA48z0sfE4NiYlYM/NPnJh6Pp5nZRiIRcBwn7cxkijsk9UilUoFhGPrwX0AyR6asVmtFGkMfK446U9wp1EgMOd8sy0Kr1S7qiPBiQGKUWZaFTqeTzvdCkhkFTLx3AGQV1XMVvEsF+fnW6/Ww2WwV5VFRaoiiiPHxcbhcLlRVVcFms81ZTJhL14R8LdIkwfTzbTAYYLfbK0pMWAgyTb7JekylUlCpVFAqlYhGo9L5NplMFSM08jwviTf9/f244447CireEHbv3o177rkHr7/+OgDgvvvuAwDccccdOV9/5pln4kc/+hHOPfdcAFTEoVDmwJxuluXzdEepSHIZFWeOTFVVVaGqqirr+8jOTCQSwcjICKamppBIJKDRaFBXV4e6ujqIoohYLFZxO9ULTebI1PLly7P+jyoJhUIBnU4HnU4nRaETSDETDocRCoUwMjIiGYnKdwhJQTOfbjC5/0pjYyNOPvnkij7fC43cPLehoaGkzrf8+iZHXsxEIhEEAgGpi0zuATXfUYRCwvO8dL5NJlNJne9KRBAE+Hw+uN1u1NfXz+t8q1Qq1NTUZIk+RPAmxfTk5CRYlkUikYBCocjZvVNOQuN8IElqLMuirq6Oru88Ik+nJBAxmHQ62e12aaz+yJEjEAQBOp0uyweqXIRGnufx8ssv4+c//zlWrVqFF154ATabrWj/vtfrBcMw0scWiwV79uzJ+VqXywWHw4Gzzz5b+lw8HseqVaugVquxfv16XHTRRQU/ZgqlEqnsOyelZNm3bx9qa2vR2NgIpVJ53F43CoVCKoanpqYQj8fR1dWF1tZWiKIoPUBOT09jeHg4y+/EYDDAaDTS9u/jJBgMwu12SyNTp5122qI/f7MVM/Ki2uv1SkU1iV+Vd5HleoDMjAhfvXp1xRc8C0k8Hofb7cbExATa29uxatWqshnBlBczzc3NaV+TjyL4/X54PB5pFEHuMVHsojqZTMLtdmNsbAxtbW3o7+8vm/NdjnAcB6/Xi+HhYTQ3N2PlypV598+SC94mkynta5njqlNTU9KYoEajyeoiKyWhcT4IgoDh4WF4PB40Njbi1FNPhU6nW+jDqlhEUcTo6ChcLhfq6upwyimnzGg2Tzpro9FoTqEx02C5FK5LPM9j586d+MUvfoHVq1fjxRdfhNVqXejDmpXnn38el1xySdpzosvlgtlsxtDQEM4++2ysWLGCGi9TKPOAVgOUBeGPf/wj3njjDYyPj6O6uho9PT3o7e1Fb28venp6YLfbZxQHAoEA3n33XTQ1NaG6uho2my1rV7q2tjarDT/zAXJyclJq/84VRU3NYY9CIpQ9Hg80Gg0YhqnIkal8Qx4Gq6qq0NTUlPa12XaqDQYDFAoFwuGw5E/R29tLz3cBCQaDcLlciMVisFqtWLJkSUX5C2k0GtTX12eNgsmvidFoNK2olhuJziY0zodoNAqWZREIBGCxWKgYXGCSySRYlsX4+PiCisFk9DTXCJH8mpgpNObq3imFonomeJ6Hx+PB8PAwWlpaqDhZYARBwMjICFiWhclkOqZYNltnLbkmkrVIOho5jktLE5T7kRX6XsHzPF566SU8+OCDOO200/DSSy+ldcIUG7PZDLfbLX3s8XhgNptzvvb555/Hww8/nPX9ANDV1YW1a9fi448/piIOhTIPqCcOZUERRRHBYBCDg4PYv38/BgYGMDg4CJZloVKp0NnZib6+PvT29kKtVmPnzp344IMP8PWvfx3f//738yK05IqilkcAV1oU9VxJJpPweDwYHR1FU1MTLBYLbQEvIDzPw+v1wuPxQKvVwmg0Sv4noihmCY2Z5o2U40MURUxMTEjXGpvNRv2FZMiLavKWORJzvAluxBw6mUzCarWiubmZnu8CEovF4HK5EAgEYLVay9L8PNPzRO6LR+7P8sK6GEX1TKRSKbjdboyOjqK9vR0Wi4V2ThYQ+VhgY2MjbDZbQe+J5H4s994ho9OZ41kGg+GERW+e5/Hiiy/iwQcfxOmnn4477rgDFosljz/R/OA4Dj09PXjzzTdhNpuxevVq/Pa3v8Xy5cvTXjc4OIgvfvGLcDgc0nnw+/3SuZmYmMAZZ5yBnTt3zmiKTKEsUqixMaV8Ie2ug4ODeO655/DSSy8hlUrBbrcjEAjAbDZLXTu9vb3o6+tDXV1d3guCzChqkohAOiYyC5lye0DORTAYBMuyiEQiZZsyVU7MJSI8U2iUGyvn8juhHlAzI/dfqa+vB8Mw1Fz0OBAEIa2IIeuRdDRmjmZptVqp20ytVktiGaVwhEIhqbPMZrNVrFg2m8k3SbWUF9aFKvCTySRcLhcmJiZgsVjQ0dFB75kFhIypud1uNDc3w2q1LuiGxmwpbvPxgeI4ThJfRrfsAAAgAElEQVRvzjzzTKxfv74kxBs5r776Km655RbwPI9vfetb2LBhAzZu3IhVq1bhwgsvBADcc889iMfj2LRpk/R97733Hq677joolUoIgoBbbrkFV1999UL9GBRKqUJFHEr5Mj4+jqeeegrPP/88Pv/5z+PGG29ET08PgKNFGMuyGBgYkDp3BgYGEAqFYDKZ0NPTg56eHvT19aGvr68gu4+kkMns3hFFcd6R6AsJGZlyu93QarV0ZKoIyCPCGYZBa2vrvNYpx3FZ4o7cAypTbFysxUUikYDb7cb4+Dja2tpgsVjoiEMeyTSbl3ueqFQqyYxZvlO9WNdioSAx4aIoSkk8i/EaLvcjkxfWqVQqK02QrMX5XHvj8TicTmdZdzqVE6Rb1ev1oqWlBVarteSv4XLRW74WOY6Txoy6u7ul59V9+/bh0UcfxWc+8xmsX79+xjElCoVS0VARh1KevPvuu7j11ltx9dVX4xvf+AaMRuOcvo+MR+zbt08SdgYHBzEyMgK9Xo/u7m7Jd6e3txednZ1Qq9V5fcjNNLOdLRI9H+22JwodmSoumRHhxM+pEGsg0++ErMVcHRPEA6oSC75QKASWZREOh8EwDC20CkwqlYLH48HIyAhaWlrAMAxUKlWaHxkpaARByBlHXalrsRCQ+57T6YRer4fdbp9zTPhihOO4nN07giBAr9dneZ7kWovRaBQOhwORSAQ2mw0tLS10vRYQucdQW1sbGIYp+Y2xuTA+Po5PPvkE+/btw+7du3H48GGMjY2hpaUFnZ2daT6Rvb29dJ1RKIsHKuJQyhNBEI47rWo2RFFEJBLBgQMH0nx3HA4HAMBut6eNZS1dulQyl80nJA1B/pZMJqVUGXlBXei5fvnIlMViQVtbG90VLyCZEeEMwyyYWEY6JsLhcJq4s1BrsRCIoiiN8CgUCthstkXblVAs4vE4XC4X/H4/zGbznEZK5CkxmWMI8rUof19ua7FQEDNXt9uN2tpa2Gy2tJhlyvEhH1mVizzytahSqRAOh8HzPLq6uip2TK1U4DgOHo8HPp+vIj2GOI7Djh078PDDD+Oss87CD3/4Q7S3t0MQBHg8Hhw4cAAHDx6U3o+OjkKv1+Ohhx5Cf3//Qh8+hUIpHFTEoVBmQxRFcByHI0eOYGBgAPv378fg4CAOHTqEaDSK9vZ2Sdwh41mNjY15f2jjeT5L3CHjMJkGoicyDpM5MmW1WqmRa4GJRCJgWRbT09OSv1ApP4TyPJ81JkiMGzPHBEsxIYbn+bTC1mq1zrmTjzI/iP9KNBrNa1eCfC3K38tNvuWCo0ajWRTXMvlISXNzMxiGobHVBcbv9+PIkSNIpVKora2FKIo5faDI+4XusC13OI6D2+3GyMgIzGYzzGZzRW0ypVIp7NixA4888gjWrl2L22+/He3t7XP6XuLJSH/nKZSKhoo4FMp8IcZ5+/fvl8SdwcFB+P1+1NTUoLe3F0uXLpXmmC0WS0F8d2Ybh5lrJHoikYDX66UjU0VCFEVMTU3B5XIBABiGQVNTU1k/1M80JsjzfFaCm8FgKHqCWzKZhNvtllrRGYahyV0FRL7Gi93plKtjIhKJ5PQ7KddOslzI13gldiWUGqIowu/3w+FwQK1Wo7OzE7W1tVmvIZ1kcqExM8Vtroa2i51UKgWWZTE2NlaRBtGpVArbt2/HI488grPPPhu333472traFvqwKBRK6UFFHAol35AHO/lY1uDgILxeLzQaDZYsWZI2w9zd3Z33HeLMEQT5OIy8oAaO7iAmEgk6MlUEeJ6Hz+eDx+NZVF0gmWa28ijqzKSifJvZRiIRuFwuBINBye+GrvHCIQgCRkdH4Xa7UV1dDZvNVlJrnHQ1ysWdzE6yYqQV5RP5mBopbCtBlCpV5B5DVVVVsNvt81rjmSlu5M/EHy+ze6fYwncpkUwmwbIsxsfHwTBMxa3xVCqF559/Ho8++ii+8IUv4Pbbb0dra+tCHxaFQildqIhDoRQLURQRi8Vw8OBBKTVrYGAAQ0ND4HkeDMOkjWX19vbCaDQWxHeHtCEDgFarBc/zFR2JvtDE43G43W5MTEygra0NZrO5LIrDQiNPcJO/FwQh5zjMXM8ZEVJdLhdEUYTVai3ImCPln3AcB6/Xi+HhYTQ1NYFhGOj1+oU+rDlDOskyY9FTqRRUKlWW2FgK3TvhcBhOpzPvY2qU3IiiiNHRUbhcLtTW1sJutxesYzWZTGZdG+PxOADk7N4ptbHVfEGi2ScnJysy3SuVSmHbtm149NFHce655+K2226j4g2FQpkLVMShUEoBjuPgdDol352BgQEcPHgQ4XAYzc3NaabKPT09aGlpOe4HmUQiAY/Hg7GxsZxF1myR6DqdDkajMctfgjI709PTcLlciMfjJxQRvtiYaRxG3kmWOQ6jUCgkI1ePx4Pq6mpYrVaawlNgEokEWJbFxMQEOjo6YDabK24chOO4LKExGo0COFpQZwo8hb42BgIBOJ1OCIIAm82GhoYGKt4UEEEQ4PP54Ha70dDQAJvNtmB+I2SEOlPg4XkeKpUqS9wpBbFxPiQSCTidTvj9fthstoq7d8rFm/POOw8/+MEP0NLSstCHRaFQygcq4lAopQwxGia+O2Q8a3x8HNXV1ZK4Qzp47HZ71qjIrl27sH37dlx11VWSkHA84ySzRaJrNJos353FbtgoN4fW6XSwWq0FiwhfjGQW1PKOCY7jUFNTg7a2NtTV1VF/iQISDofhcrkQDodhtVorrsiaC7mujWQchhTU8qKaiI3z/bcmJyfhdDqh1Wpht9uz/Fco+UVuEF0OPlqpVCpnNDqAshkVjMfjcDqdmJ6elsSbSrp3JpNJ/Pa3v8Xjjz+OL37xi/jBD36A5ubmhT4sCoVSflARh0IpR0RRRDAYxODgoCTuHDhwACzLQqlUwmazQalUYt++fWhubsZNN92E888/P+9eIKTlOxwOpxk2VkoM9fGQSqXg8XgwMjJCzaGLRDQaBcuyCAQC6OjogMlkSiuq5f4SuUy+K6k4KAaiKCIQCMDlctEukGMgL6jJWsyVKEiukzOJjcRjiGVZ1NTUwGazSX5mlMIgv5ZXgkG0XGzMjEbP1b2zEGPUsVgMDocD4XC4IkcDk8kkfvOb3+CJJ57A+eefj+9///tUvKFQKCcCFXEopcfU1BQuu+wyOJ1O2O127NixAyaTKet1KpUKK1asAABYrVa8/PLLAACHw4HLL78ck5OT6O/vx69//euS3HEqBMPDw3jkkUewY8cOnHzyyejp6QHLsjh8+DASiQTMZnNa905fX19BukRyxVDLxw/yFYleCoTDYbjdbikivNLSMkoNuZDA8zysVuusyV6iKOY0Vk4mk1li40IVMKWOKIoYGxsDy7LQ6/Ww2Wy0C2SeCIKQJTTmSnHT6/UIhUIYHR1Fc3MzrFYrjQwuMHLz3EpMPsoFx3E5u3cEQYBer88yV863+B2NRuFwOBCJRNDZ2Vn2KY2ZJJNJPPfcc3jiiSfw7//+7/j+97+PpqamvP87r732Gm6++WbwPI9rrrkG69evT/v61q1bcdttt8FsNgMAbrrpJlxzzTUAgGeffRY//vGPAQB33XUX1q1bl/fjo1AoeYeKOJTS4/bbb0dDQwPWr1+PTZs2we/3Y/PmzVmvMxqNCIfDWZ+/9NJL8dWvfhWXX345rr/+epxyyim44YYbinHoC8aePXvw4IMPYmhoCNdffz0uu+yyLFNRnufBsqxkqDw4OIiBgQGEQiGYTCb09PRIpsp9fX0FMRAk5s65YqhzRaLnO7UrX5DRBpZlAYAa5xYBMqbGsiyqqqryIiTkEhszk4rkBcxi84HieR7Dw8Pwer0wmUywWq20u6yApFIpTE9Pw+PxIBAISAWzUqmkUdQFRJ7uVYnmufMhly8Z6bQlRt+Z3TvHI3hFIhE4HA7EYjF0dnZW3P0zkUjgueeew5NPPokLLrgA//Ef/1EQ8QY4ep3u6enBG2+8AYvFgtWrV2Pbtm046aSTpNds3boVH374IR566KG0752amsKqVavw4YcfQqFQoL+/H3v37s25cUqhUEoKKuJQSo/e3l7s2rUL7e3t8Pl8WLt2LQ4cOJD1ulwijiiKaG5uxsjICNRqNXbv3o177rkHr7/+erEOv+iEQiHceOONuOGGG3DGGWcc94MQiUslY1lE4PH5fNDr9Vi6dKnUudPb24vOzk6o1eqiRqLnGs1aiAc+eVG7mCLCF5JUKgWv1wufz1e01KPM8YNwOCyNZsm7JSo1+pck2I2NjaGtrQ0Wi2XRCVjFJh6Pg2VZTE1NwWKxoL29XSqKiZltZkEtHxWUXyMXuy/ZXIlGo3A6nRU7wlMoiPidafRNNmMyu3fk6zEcDmNoaAjJZBJdXV0wmUwVdc4TiQR+/etf48knn8SXv/xl3HrrrWhsbCzov5n5nHvfffcBAO644w7pNTOJONu2bcOuXbvw+OOPAwCuu+46rF27FldccUVBj5lCoZwwc7pw0q0eSlEZHR1Fe3s7AKCtrQ2jo6M5XxePx7Fq1Sqo1WqsX78eF110ESYnJ1FfXy/tUFosFni93qId+0JQU1ODX//61/P+foVCgebmZpx11lk466yzpM+LoohIJIIDBw5g//79+Nvf/obt27fD6XRCFEXY7fYsY2WDwTCvBzKFQgGdTgedToeGhoa0rxEj20gkgkAgAK/Xi3g8DoVCkTWadby7gXMlMyJ85cqVi2ZEb6GIxWJSUWs2m7F69eqidR6QtZWr64SMZkWjUfj9fng8Hmk9ynenC7keC0U0GoXL5cL09DQYhsGaNWsWfUdCoYlEInA6nYhEIrBareju7s4650qlUlpTmRDxOxqNSt2BiUSiItZjoQiHw3A4HIjH47Db7Vi2bFlFCQmFRqVSoaamJiv5T74ZE41GMTExIa1HQRDAcRwUCgXa29tht9vn/bxQiiQSCfzqV7/CU089hYsuughvv/121rNMofB6vWAYRvrYYrFgz549Wa974YUX8M4776Cnpwc///nPwTBMzu+t9GdmCmUxQUUcSt4555xzMDIykvX5e++9N+1jhUIx403e5XLBbDZjaGgIZ599NlasWIG6urqCHO9iRKFQwGg0or+/H/39/dLnRVEEx3E4cuSIFIn+1ltv4dChQ4jFYmhra5NGs4jvzom0SqvVatTV1WX935JIdLIbODExgUgkIkWi5xrNOl4CgYD0EMowDJYsWUKL2gJDYtkTiQSsVit6enpK6kFfo9Ggvr4e9fX1aZ/PtR6j0SgEQUjbnS7FUcHp6Wk4nU6kUinYbDb09fWVzLFVKuSccxwHu90+b4NorVYLrVabNf4w03rM7JYg4s5i6N6Znp6Gw+GAIAiw2+0V1wWy0OTajJGfc9JdFolE4Ha7pVFqrVab1b1TLt2N8Xgczz77LJ555hl85StfKap4czx86UtfwhVXXAGdTofHH38c69atw//+7/8u9GFRKJQCQ0UcSt7505/+NOPXWltb4fP5pHGqlpaWnK8jBm1dXV1Yu3YtPv74Y1x88cUIBALS2IPH45FeR8kPCoUCGo1G8s75yle+In1NEAQMDw9LkegvvvgiBgcH4ff7UVNTg97eXixdulT6XovFMm9RRKlUwmg0Zo0zyWf5I5EIfD4fIpEIUqnUnCLRc0WEZxbslPwiN84t13N+rPVIiunR0VFpPRJvCfl61Ov1RREKyRily+WCRqOB3W6nIniBEUURU1NTcDqdUKvVBT3ns61HkioYiUQwPj6elSp4Il4npYYoivD7/XA6nVAqlejs7KTrvAgEAgE4HA4oFIpjnnP5epR3NwLI6QVVCqOd8XgcW7duxS9/+Ut89atfxTvvvLNgPjJmsxlut1v6ONdzr3yk65prrsHtt98ufe+uXbvSvnft2rUFPV4KhVI8qCcOpajcdtttaGxslIyNp6amcP/996e9xu/3S7uHExMTOOOMM7Bz506cdNJJ+NrXvoaLL75YMjb+1Kc+hRtvvHGBfhoK8M8H6f3790uGyoODg/B6vdBoNOjq6kJfX5/UvdPd3V2QToVcKUWkeNHr9VIscENDAzo7O2EwGPL671PS4TgOw8PDGB4eXpTGufJkGLmxMpCd4pYvI1tBEODz+eB2u1FXVwebzUbXeYERRVGKCa+urobdbi/JmHCe59OM50knjyAIkvdOIZOK8gkRKZ1OJ/R6PTo7O6l/WRHw+/1wOBxQqVTo6urKGrk6HogXVGZ61mzeZIUWwGOxGLZu3YqtW7fi4osvxs0337zgJsAcx6GnpwdvvvmmNHr829/+FsuXL5deQzZGAeCll17C5s2b8Ze//AVTU1Po7+/HRx99BABYuXIl9u7dW5LdRBQKJQ1qbEwpPSYnJ3HppZeCZVnYbDbs2LEDDQ0N+PDDD/HYY4/hqaeewnvvvYfrrrsOSqUSgiDglltuwdVXXw0AGBoawuWXX46pqSl8+tOfxnPPPUejWUsUklZ16NChNGPloaEh8DwPhmEkvx0i8tTU1OS1cAiHw3C5XAgEAqivr4dOp0M0GpVSijJ3Aqurq2kqzAki9xhqb2+H2Wwuid3VUiFXilumke3xjsKkUil4PB6MjIygpaUFDMNQX6cCw/M8fD4fPB4PGhoaYLVaC27KXQgyu8nI+2QyKXXvZHZLLNTYKenqc7lcMBqNkvcKpXCQTRqHwyFtyhRaMCMbLpnR6ACkZEH5ejzRa10sFsMvf/lLPPvss7jkkktw8803l1S36KuvvopbbrkFPM/jW9/6FjZs2ICNGzdi1apVuPDCC3HHHXfg5ZdfhlqtRkNDAx599FH09fUBAJ555hn85Cc/AQBs2LAB3/zmNxfyR6FQKHODijgUCqU04XkeDodD8t0ZGBjAwYMHEQ6H0dzcnCXutLS0zLlwmGtE+PEU06W+M10KBINBuFwuxGIxMAyD1tZW6jF0nGSmuGWOwmQWL4lEAizLwu/3w2w2o6Ojo6zHY8oBuWDW2toKhmEqVqQkSUWZ3TtybzK5AF4oLyhBEDAyMgKWZWEymWCz2cpSMCsnyH1U3u200B1m5J6dKfCkUikp6VK+Hquqqma9BxHxZuvWrbjsssvwve99j47jUSiUUoCKOBQKpbwgnjXEd2dgYAAHDhzA+Pg4DAaDNJJF3tvtdqloDQaDeOyxx/DnP/8ZmzdvBsMw89oxFEURqVQK4XA47UExkUhApVJliTsLFYleCpCxBpZloVKpYLPZUF9fv2jPR6GQx/6Gw2FMT08jGAxCEARUV1fDZDKdsNE3ZXaIYDYxMQGLxbKoBTO5N5lc5EmlUmlpW6SgPlYxPRM8z2N4eBgejwfNzc2wWq20w6zAyEfVDAZD2Ywey8dX5d07sVgM9957L5YsWYKenh4sW7YM3d3deP311/GrX/0Kl19+Ob773e9S8YZCoZQSVMShUCiVgSiKCIVCUufO4OAgBgcHwbIsOI6DUqmE3+/HZz/7Waxbtw6rV68uSCLLbD4nmSa25W4aOhukuPJ6vaivrwfDMAu+S1vpEONcl8sFpVIJm82Gurq6tFEY8kZ8JXIZK1OB7fiIRqNwOp0IhUKwWq20w+wY8Dyf1rlDrpGiKGaNwswkOHIcB4/HA5/Ph7a2NlgsFipMFhhRFDE+Pg6n0wmj0YjOzs6K8DATBAEOhwN///vfsW/fPuzZswdHjhxBIpGAxWJBX18fent7pbTN7u5u2uVFoVAWGiriUCilzNTUFC677DI4nU7Y7Xbs2LEjy0Tvr3/9K2644QYEg0GoVCps2LABl112GQDgqquuwttvvy3tIG3duhWnnnpq0X+OhUAURezevRu/+MUvMDw8jC9/+cswm804fPgwBgcHcfjwYSQSCZjNZqlrhzyk1dXV5b2QJSaNmaMwPM9LhUsldEokEgm43W6Mj4/T4qpICIIgGecajUbYbLY5dZjJfSXIWzweh0KhyGmsXKmC43wJBoNwOp1IJpOw2WxoamqiAtgJIIoi4vF4mrgTjUaRTCYlI1udTodIJIJQKASLxQKLxULXZYEhxtwulwt1dXWw2+0VJ2JEIhE8/fTTeO655/D1r38dN910E2praxGNRnHo0CEcOHBAejt8+DDi8Tja29vxq1/9Cs3NzQt9+BQKZfFBRRwKpZS5/fbb0dDQICV1+f1+bN68Oe01Bw8ehEKhwNKlSzE8PIz+/n4MDAygvr4eV111FS644AJccsklC/QTFB+O47Bjxw48/PDDsNlsuPnmm7FmzZqcr+V5HizLYnBwMC05KxgMwmQypfnu9PX1oa2tLe877JmR6Lk6JYxGo1RIl2qnRCgUAsuyCIfDYBimIOeKkg7HcfB6vRgeHkZTUxOsVmteTNxnExyJz0mm4FiKa7IQZEZW2+32kjI4rVQikQiGhoYQCARgNBqhVCrTktzknTulEkNd7hBx2OVyVazPUCQSwVNPPYXf/OY3+MY3voGbbrppTolaoihiZGQEzc3NNOiAQqEsBFTEoVBKmd7eXuzatQvt7e3w+XxYu3YtDhw4MOv3nHLKKfjd736HpUuXLkoRJ5FIYNOmTbj66qthsVjm9XeQmX95Ytbg4CBGRkag0+mwdOlSqXOnp6cHXV1dUKvVRYtEVygUOUezii2ayA2iFQoFrFYrGhoaFk1Bv1DI0706OjpgNpuLUkiIopjTWJmkFGWux/n6nJQi8tQjg8EAu91OI6uLQCwWg9PpRDAYhM1mQ2tra9r1JdPIVm4+nzkuSNYkvT7NjtwkuqGhATabreISPsPhMJ566ils27ZNEm/o7zOFQikjqIhDoZQy9fX1CAQCAI4+rJpMJunjXLz//vtYt24d9u3bB6VSiauuugq7d++GTqfDF77wBWzatKniHsaKiSiKiEQiOHDgQJqpssPhgCiKsNvt6OnpSUvNMhgMeS8aMk1sc3lKyN/yXeDzPI+RkRF4PB7U1NTAarXSB+AiEA6H4XK5EIlESi7dK9MLiqxPAGmjWaSoLpfda0EQ4PP54Ha7YTKZYLVaK8IHpNQJh8NwOp2IxWKw2+3zGlXLHBeMRqNp3TvluiYLhSAIkkk06eyrNJPocDiMJ598Etu2bcOVV16J73znO9SrjUKhlCNUxKFQFppzzjkHIyMjWZ+/9957sW7dujTRxmQywe/35/x7SKfOs88+i9NPP136XFtbG5LJJK699losWbIEGzduLMwPsogRRREcx+HIkSNS587AwAAOHTqEWCyGtrY2Sdwhvju5Is3zcRzEUyJzNCsfkejJZBIejwejo6NoaWkBwzAV95BfapDxHZfLBVEUYbPZyqrbiXRKZBrZ8jwPjUaTZWJbCLPx+SA3zqVrvXgEg0E4HA5wHIfOzk6YTKaC+JPJr5PyNUm8d+TrslRHWPOFPOGrpaUFVqu14sbRwuEwnnjiCWzfvh1XXnklbrzxRireUCiUcoaKOBRKKTPXcapgMIi1a9fizjvvnHF0ateuXfjpT3+KV155pdCHTZFBdjczR7P8fj9qamrSOnf6+vpgsVgK0l2ROQYTiURyjsHkikSPRCJwuVwIBoOS3w01Ey0sZHyHZVlUVVXBZrPNyauhnEgmk1I3GSmkE4kElEolDAZD1ihMMbqOkskkWJbF+Pg4zGYzzGYzXetFwO/3w+FwLLjPEFmTcnEn0+ybrEuDwVDW3Ts8z8Pr9cLr9aK1tRUMw1SceBMKhfD444/jv/7rv7Bu3TrccMMNVLyhUCiVABVxKJRS5rbbbkNjY6NkbDw1NYX7778/7TXJZBLnn38+vvSlL+GWW25J+5rP50N7eztEUcStt94KvV6PTZs2FfNHoMwA6bCQd+4MDg7C4/FAq9Wiq6tLGsnq7e3FkiVLjrtzZi7I434zI9HVajXi8ThUKhXMZjM6OjrKumgpB+TR7JVqJnoseJ7PaawsiuKMxsonitx7hRpzFwfiqeV0OqHVatHZ2VmyQqXc7Fsu8si7HEuxoywXPM/D7XZLzwcWi6XiruvBYBCPP/44fve73+Gqq67CDTfcAIPBsNCHRaFQKPmCijgUSikzOTmJSy+9FCzLwmazYceOHWhoaMCHH36Ixx57DE899RSee+45fPOb38Ty5cul7yNR4meffTbGx8chiiJOPfVUPPbYY9S7pMQhI1EHDx5M694hIwYMw0iGysRcuaamJm8FAzG1dLvd0Ol0MJlMEAThmAlFdNTkxEgmk3C73RgbG6PR7DMwU5JbKpVKG4Mhb3MZgwmFQnA6nYjH4/P2XqEcH3KT6Orqatjt9rLtjhBFMc2AXt5RRgzoMzvKFqqzi+M4uN1ujIyMoKOjoyLj2YPBIB577DG88MIL+OY3v4nrr7+eijcUCqUSoSIOhUKhlAs8z8PhcGBgYECKRD9w4ADC4TCam5uzxJ2WlpY5dxOkUil4PB4pNpVhmJwm2JmFNClaksnkvAvpxUw0GoXL5cL09DQYhkF7ezvtAJkHM5nYysdg5OOCRLwBALvdDpPJtLA/wCJAnnpUX18Pu91e0V1mgiBIBt/ydSkXwuWjWYXq3kmlUnC73RgdHa3YEcHp6Wk89thjePHFF3H11VfjuuuuK4gB+WuvvYabb74ZPM/jmmuuwfr169O+/sADD+Cpp56CWq1Gc3MznnnmGdhsNgCASqXCihUrAABWqxUvv/xy3o+PQqEsGqiIQ6FQKOWOIAgYGxvD/v37JXFncHAQ4+PjMBgMaabKvb29sNlsUvv8J598ggceeAA1NTX4wQ9+gI6Ojnk/4GcW0nI/iVKIRC8lAoEAXC4XOI6D1WqlHSAFQj4GE4lEMDk5iWAwCIVCgerqatTV1aUV04UYWVzsyEcEGxsbYbPZFnXnniiKkkeZ/HpJPMoyu3eqqqrmdU1OpVJwuVwYHx8HwzDo6OiouGuuXLy55pprcO211xYsPY7nefT09OCNN96AxWLB6tWrsW3bNpx00rZW9JgAACAASURBVEnSa9566y2sWbMGBoMBjz76KHbt2oXt27cDAIxGI8LhcEGOjUKhLDqoiEOhUCiViiiKCIVCWb47LpdL8r1RqVQ4//zzcfHFF6Ovr68gu8FkRzqXx0lmJLrBYKjYMSJRFDE+Pg6WZaHVamGz2VBXV7fQh1XxZHaAEJ8hudm3vKNMbvZNiumqqqqKK4ALjTzhq1KNc/NNph8U6eQRBAE6nS6tc2cm0TGZTMLlcmFycrJiu/sCgQAeffRR/Pd//ze+/e1v49vf/nbBxBvC7t27cc899+D1118HANx3330AgDvuuCPn6z/++GPcdNNNePfddwFQEYdCoeSVOT2oV5bbGYVCKTuO1cKcSCRw5ZVXYu/evWhsbMT27dtht9sBHH3Qevrpp6FSqfDggw/ivPPOW4CfYGFQKBSora3FmjVrsGbNGnAchxdeeAEPPvggli1bhi9/+ctQqVQYGBjAQw89hMOHDyORSKCjo0Pq2iGR6HV1dfMWd5RKJYxGY5YfU2YkutfrzRmJTgqWUjYLnQ2e5+Hz+eDxeFBfX4+TTjqJ+jQUAY7j4PV6MTw8jObmZqxcuTKtA0Sn00Gn06GhoSHt++Rm36FQCCMjI4jFYhBFEVVVVVldZZVmCnuipFIpsCyLsbExdHR04LTTTqu48Z1CoVKpZrxWJhIJSWwcGxtDNBpN697R6XTSurXZbDjttNMqUrx5+OGH8fLLL+Paa6/FBx98ULSRPK/XC4ZhpI8tFgv27Nkz4+uffvppnH/++dLH8Xgcq1atglqtxvr163HRRRcV9HgpFAqFPp1QKJQFg+d5fOc730lrYb7wwgvTWpiffvppmEwmHD58GM8//zx++MMfYvv27di/fz+ef/557Nu3D8PDwzjnnHNw8ODBRVdQhEIhPPnkk3j22Wdx3nnn4fnnn097GJVDkkuI7862bdswMDCAYDAIk8kk+e709fWht7f3hHZ5iV9JVVUVmpqa0r4m75KYmJiAy+VKK1gyPU5KsViR+wy1tLRkiQiUwiA3ie7o6MDq1auPS2hRqVSora1FbW1t2ueJ6Egi0YnoyPM8NBpN1rosV9FxviQSCbAsi8nJSVgsFqxZs6Ykfy/LEYVCAb1eD71enyU6RiIRHDlyBCMjI6itrUVNTQ28Xi88Hk+aCb28e6fc8Pv9ePjhh/H73/8e1113XVHFm/nw3HPP4cMPP8Tbb78tfc7lcsFsNmNoaAhnn302VqxYgSVLlizgUVIolEqHijgUCmXBeP/999Hd3Y2uri4AwOWXX46dO3emiTg7d+7EPffcAwC45JJLcNNNN0EURezcuROXX345dDodOjs70d3djffffx9nnHHGQvwoC8bk5CRUKhX+/P+3d+/RTdZpHsC/adOmTVN6o6UlbZO2tAlgV6Tc14MIMuisIM4giqOCwJEdl7Ot64BFLuu4w1AEL4NlZFxgYXAV0IPiGbGoSJlVGRAsY6VNqDRNer8kvaVp2iZ59w9P3mlo0QK9JO33c07PmDdv6i/xLZ33y/N7ni+++MkRvv7+/lCr1VCr1R5/iygIAhoaGsSJWZ9++ilyc3NRXV0NmUyG1NRUj8bKycnJkEqlN30TGxgYiMDAwB4NZ51OJ2w2G6xWK1paWlBTUwObzQYAPRrYhoSEDElg197eDpPJhMbGRiiVSlYiDJL29nYYjUY0NTUhISGh30OE7qHjtTo7O8UqCbPZDJPJ5DGhaDj3g3J/7s3NzUhMTERKSsqwen/eqr29HWVlZWhpaYFarUZ6errHn7fXNqGvra0Vp7n5+/v32JrljWF4Y2MjcnNz8dFHHw15eKNUKlFeXi4+rqiogFKp7HHeZ599hq1bt+LMmTMewwHc5yYnJ2POnDkoKChgiENEA4ohDhENmb6UMHc/RyqVIiwsDGazGZWVlZgxY4bHaysrKwdn4V5ErVYjMzPzlr6HRCJBdHQ07rrrLtx1113icUEQ0NbWBr1ej6KiIhQWFuLdd9+FwWCAIAhQq9ViY2WtVou0tDTI5fKbDnf8/f0RGhraI4xyN7B130hbLBaxSmKwRqK3tLTAaDTCbrcjMTERaWlpI6oSY6hYrVaUlZWhvb0dKpUKGo1m0D93d+gYHh7ucfzaflDubTCCIPS4LuVyuU9VSbS1taGsrAw2m23IPveRyGazoaysDFarFWq1GlqtttfPvXv1TlRUlMdzDodDvC6v3TLo7lPWPXwc7F5GFosFubm5OHHiBH7961/j66+/7nVa4mCaOnUqSkpKYDAYoFQqcfjwYbz99tse5xQUFGDNmjXIy8tDTEyMeLyxsVHc8tbQ0IAvv/wS69evH+y3QEQjDEMcIiLqlUQigUKhQEZGBjIyMsTjgiDA4XDg6tWrYlPl/Px8lJSUoL29HbGxsWL1jrvvTlRU1C313XHfcERHR3uso/vWLPffRvfXSHRBEGA2m2E0GuHv7w+VSoXw8HDezA6CpqYmj7AwIiLC6z73H+sH1b1KoqamxqNKorfGyt7y3lpbW2EwGNDV1QW1Wo3IyEivWdtw1tbWBoPBgPb2diQlJWH8+PE3/blLpdIf3TLobqpcXV0t9ilzX5fdw52goKB+rd4xm83Izc3Fxx9/jKefftorwhs3qVSK3NxcLFiwAE6nEytXrsTEiROxZcsWTJkyBYsWLcK6detgtVrx0EMPAfjHKPHi4mKsWbMGfn5+cLlcyM7O9qgmJiIaCAxxiGjI9KWE2X1OfHw8HA4HmpubERUV1efyZ+p/EokEAQEB0Gq10Gq1ePDBB8XnXC4XqqqqxL47x44dg06ng8ViQWhoqEffHa1WC6VSedPbkSQSyXUb2DocDvEmurGxERUVFR4j0eVyORQKRa9bYNwTj8rLyxEaGgqtVouQkJCb+7Coz9zb+oxGIwIDA5GSktLjRtQX/FSVhPu6bG5uRlVVlThN7totMIO5ZdAdmgFAUlJSj6ojGhhWqxUGgwEdHR1ISkoa0NDsx7YMuq9Lm83W47q8tuH3jU4ZNJvNeP3113Hy5Ek8/fTTuHDhgldWpf385z/Hz3/+c49jL774ovjPn332Wa+vmzVrFgoLCwd0bURE1+KIcSIaMg6HA2lpaTh16hSUSiWmTp2Kt99+GxMnThTP2b17NwoLC7Fnzx4cPnwYx44dw9GjR3H58mU8+uijOH/+PKqqqjBv3jyUlJSwP4mXEgQBTU1NYt8d90j0yspKBAQEIDk5WdySpdFokJKS0uuI3Vv1YyPRAwMDxecjIyORlJTE8GYQuFwu1NbWwmQyYdSoUVCpVCNuwpd7y2D3kejXbhnsfiPdHz8bgiDAYrGgrKwMAQEBSEpK+sm+WtQ/ulc8ucMbbyQIQo/r0mazweFwQCqVioFOQUEB0tPTkZqaKjYab2howOuvv45PPvkE//Zv/4YVK1Z4ZXhDRORl+vTLnSEOEQ2pEydOICsrSyxh3rhxo0cJs91ux+OPP46CggJERkbi8OHDYiPkrVu3Yv/+/ZBKpXjttdc8mvWSb3CX+F+5ckUMeHQ6HUpLS+FwOJCQkODRVFmj0SA0NLRfwx273Q6TyYT6+npERkYiKChIvHFxOBwICAjosTVrpE0nGghOpxOVlZWorKzE6NGjkZiY6DXbK7xF9y2D3cOdW5nmJggC6uvrUVZWhpCQEKjVaoaVg6SlpQWlpaVwuVxITk726Yqnrq4u2Gw21NTUIDc3F1evXkVVVRUEQRCnaN1///1YvXo1brvtNgaERER9wxCHiIh8l9PphMFgELdm6XQ66PV6WK1WREdHQ6PRIDU1VRyJHhMTc0M9HKxWK4xGI9ra2pCQkIAxY8b0+nr3dCL3+Om2tjZ0dHT41Eh0b9LV1YXy8nLU1tYiLi4O8fHxNzQmnH7gnubWvars2ga23bfA+Pv7ixVPYWFhUKlUvW6tof7X3NyM0tJSAD9MMAoLCxviFfW/+vp67Nq1C59//jmWLl2K8ePH4/vvv4der4dOp0NrayuioqLEPmlarRZ33nnniKu6IyL6CQxxiIho+HG5XKirq+uxNau+vh5yuVycmOWu3FGpVGJI4HK58PHHH2PXrl147rnncPvtt990H4rebqK9bSS6N7Hb7TAajWhsbER8fDzi4uJG/GcyELo3sG1ra4PVakVTUxPsdjsCAwMRERGBUaNGsapsEDQ1NaG0tBT+/v5ISkryyR5PP6Wurg67du3CqVOnkJmZiccff/y6PXPMZjP0er0Y7GRlZSEuLm6QV0xE5NUY4hAR0cghCAJaW1uh0+k8tmaZTCZIJBIEBgbCYrEgLi4OTz75JBYuXHjDE6v6ug73dqzu4Y7D4fAYPe1urhwQEDCsb6K7VzypVCrExMQM6/frLZxOJyoqKlBVVYWYmBgkJiYCgMd16a4qczf87n5tuqt36MYIgoDGxkYYDIZh3Wuorq4Of/jDH3D69GlkZmbiscceG/Rx5UREwxBDHCIiX5OXl4fMzEw4nU6sXr0a2dnZHs+/8sor2Lt3L6RSKaKjo7F//36oVCoAgL+/P9LT0wH8Y/zpSNfW1ob9+/dj3759mDRpEqZPn476+nrodDqUlJSgs7MTY8eOFat23F8DMUr82pHo7i/36Onetmb5ctjR1NSEsrIyOJ1OjqseRDezXa17w+/u/+tyua7bWJk8uRtFGwwGyGQyJCUl9Rg/PxzU1tbitddew1//+ldkZmbiV7/6FcMbIqL+wxCHiMiXOJ1OpKWl4dNPP0V8fDymTp2Kd955BxMmTBDPOX36NKZPnw65XI433ngD+fn5OHLkCABAoVDAarUO1fK9Sl1dHXJzc3H8+HE89thjeOqpp3rtQ+FyuWAymTz67uh0OrS0tCA8PNyjqbJWq0VcXNyA9LzpPnrafQPd3t4ujgXurb+JNxIEAWazGUajEVKpFGq1elj2//BGnZ2dMBqNMJvNUCqVGDt27C1fJ4IgoKOjo9fGylKptEe44+vB480QBAENDQ0oKytDcHDwsJ1qV1NTg9deew3/93//h6ysLPzqV79iLysiov7HEIeIyJecPXsWL7zwAk6ePAkA2LZtGwBgw4YNvZ5fUFCAtWvX4ssvvwTAEKe73NxcKBQKPProozdVNeAOIy5fvixuy9LpdKiuroZMJkNqaqpHwJOcnAypVDogI9F725rVvUKi+9dQ/Y24e0x4eXk5FAoFVCrVsLyR9UZ2ux1lZWVoampCYmIiYmNjB6W5tjt47B7utLe3A4C4HWs494TqPuVLoVBArVYPyya9NTU1ePXVV/Hll18iKysLjz76KMMbIqKBwxCHiMiXvPfee8jLy8PevXsBAIcOHcK5c+eQm5vb6/lr165FbGwsNm3aBACQSqWYNGkSpFIpsrOzsXjx4kFb+0ghCALa2tqg1+s9KncMBgMAQKVSiQGPVqtFWloa5HL5gGzNcldIdP9yOBxihcRgjER3Op2oqqpCZWUlIiMjkZiYiKCgoH7/91BPNpsNBoPB63oNuYPH7uGOuydUYGBgj2szMDDQK9bdV4IgoK6uDmVlZRg1ahTUavWwnPJVU1ODV155BV999RX+4z/+A4888gjDGyKigdenX4j805iIyAe99dZbuHDhAs6cOSMeMxqNUCqVKC0txdy5c5Geno6UlJQhXOXwI5FIoFAokJGRgYyMDPG4IAhwOBy4evWq2Fg5Pz8fJSUlsNlsiI2N9ZiYpdVqERUVddM3rxKJBEFBQQgKCkJUVJTHc11dXeLNs9lshslk6veR6F1dXaioqEBNTQ1iY2ORkZHBvhiDpLW1FQaDAZ2dnVCr1bd0HQ0EPz8/8fqKjo4WjwuC4HFtuqtYOjs7+/XaHCiCIKCmpgZGoxHh4eG4/fbbh2VgWV1djVdeeQVnz57Fs88+i9dee43hDRGRl+GfykREXkKpVKK8vFx8XFFRAaVS2eO8zz77DFu3bsWZM2cgk8k8Xg8AycnJmDNnDgoKChjiDBKJRIKAgABotVpotVqPKiiXy4Xq6moUFRWhqKgIx44dg06ng8ViwahRo8SR6O7KnYSEhFvaehIQEIDw8HCEh4d7HO8+Er21tRU1NTVob2+HIAgIDg7ucRPd242b3W6HyWSCxWKBUqnEtGnTht02GW/V3NwMg8EAl8uFpKQkREREDPWSboh7Qpx7zHl3P3ZtBgUF9egJNZiBocvlQk1NDUwmEyIjI3HHHXd4/Lk7XFRXV+Pll1/GuXPn8Oyzz2LXrl382SYi8lLcTkVE5CUcDgfS0tJw6tQpKJVKTJ06FW+//TYmTpwonlNQUIAlS5YgLy8Pqamp4vHGxkbI5XLIZDI0NDRg5syZOH78uEdTZPIugiCgqalJHIdeXFwMvV6PiooKBAQEIDk5WQx2NBoNUlJSBmTryY+NRHdvfwkICEBLSws6OjqgUqkwZswYr6qSGK66j6uWSqVISkrCqFGjhnpZg0YQBNjtdvGatFqt4rXZfdugO4AMCgrqt58Pd/haXl6OqKgoqFSqYTmVq7KyEi+//DIuXLiAZ599FkuXLh2w8Oanpi92dHTgiSeewMWLFxEVFYUjR45ArVYD+KFH3L59++Dv749du3ZhwYIFA7JGIqIhxp44RES+5sSJE8jKyoLT6cTKlSuxceNGbNmyBVOmTMGiRYtwzz33oLCwEHFxcQD+MUr8q6++wpo1a+Dn5weXy4WsrCysWrVqiN8N3Qz3jeuVK1fEgEen06G0tBQOhwMJCQnQaDRITU2FVquFRqNBaGjogIQ7ZrNZ3LoTEhICp9OJrq4ujy0zI3ky0UC5duKRWq0eluOqb4V7a1b33jt2ux0SiaRHY+UbmejmcrlQWVmJiooKREdHQ6VSDcutgpWVldi5cycuXryI3/zmN3jooYcGtPKmL9MX//jHP+Lbb7/Fnj17cPjwYbz//vs4cuQIioqKsGzZMpw/fx5VVVW45557cOXKFVYKEdFwxBCHiIhoOHE6nTAYDGLljrt6x2q1Ijo6uke4ExMTc8MVM4IgwGKxoKys7Lpjwh0Oh8fN87WTiXxlJLq3EQQBtbW1MBqNw7pp7kByuVyw2Ww9Giu7J7pde326q2ucTicqKytRWVmJMWPGICEhYViGNxUVFdi5cycKCgqwbt06/PKXvxyUn8++TF9csGABXnjhBcycORMOhwOxsbGor69HTk6Ox7ndzyMiGmbY2JiIiGg48ff3x7hx4zBu3DgsXLhQPO5yuVBXV4fi4mIUFRXho48+wssvv4z6+nrI5XJxYpb7S6VS9eh543A48Oc//xk2mw133303NBrNdas/pFIpRo0a1WNrz7Uj0RsaGmCz2eB0Onv0NhnKkejepvvWncjISEyaNGlY9l0ZDH5+flAoFD2uXfdEN3e4U1tbi7a2NnR2dooVZmFhYeKWteEWPJaXl2Pnzp24dOkS1q9fjzfeeGNQ32NlZSUSEhLEx/Hx8Th37tx1z5FKpQgLC4PZbEZlZSVmzJjh8drKysrBWTgRkRdiiENEROTj/Pz8EBsbi9jYWNx9993icUEQ0NraKk7M+vrrr3Ho0CGYTCZIJBIkJSUhJSUFFosFp0+fxowZM5CdnX3TDbG7b7Pq7tqR6NXV1Whra0NXV5fY20ShUIiVO/3Z28Sbda/+iImJweTJk4dl3xVv0H2iW2RkJBwOByoqKlBdXY2xY8ciIiICdrsdVqsVtbW1YmVZcHBwj8oyX5rWVF5ejh07duDbb7/F+vXrsWfPnmEXUBERjTS+81uIiIhGrJ9qiHngwAGsW7dOnNC1du1arF69GgBw8OBB/O53vwMAbNq0CcuXLx/cxQ8hiUSCUaNGYdq0aZg2bZp43N1zZdu2bThy5Ai0Wi2mTZuGkpISPPbYYxg7dqxYteOenBUeHj7gI9EtFos4Et3d2+TaG+jh0FC5+4j2uLg4TJ061aeCAV/W1dWF8vJy1NbW/uSEtWubflsslh5Nv7tfmzKZzGvCR5PJhJ07d6KwsBDr16/Hm2++OaQ/O32Zvug+Jz4+Hg6HA83NzYiKiurz5EYiopGCPXGIiMir9aUh5oEDB3DhwgXk5uZ6vNZisWDKlCm4cOECJBIJMjIycPHiRZ8bz9yfampq8Ic//AEff/wxVq9ejZUrV0Iul4vPu1wumEwmcWuWXq9HcXExWlpaEB4eLgY7Go0GWq0WcXFxA3Jz6O5t0tbWJk4lstlsvY6dvt5IdG/T2dkJk8mE+vp6xMfHY+zYsayKGCRdXV0wmUyoq6vrl8++s7Ozx0S3jo4O+Pn59WiqPJjho9FoxM6dO/Hdd9/hueeew+LFi70i+OzL9MXdu3ejsLBQbGx87NgxHD16FJcvX8ajjz4qNjaeN28eSkpK+LNDRMMRe+IQEZHvO3/+PMaNG4fk5GQAwCOPPNLn8eknT57E/PnzERkZCQCYP38+8vLysGzZsgFds7cymUxYsmQJMjMz8eKLL/bak8bPzw9qtRpqtRr33XefeNw9rery5csoLi7GqVOnsHv3blRXV0MmkyE1NVUMdzQaDZKTkyGVSm+6MqF7b5MxY8Z4rMM9drqtrQ2VlZVoa2vrtTrC3bh2qKsj7HY7jEYjGhsbkZiYiOnTp3vFjfVI0D04S0hI6LfPPjAwEIGBgT0CYafTKQaOra2tqK2t7RE+dg95+qsvVFlZGXbs2IHi4mI899xz+O///m+vusakUilyc3OxYMECcfrixIkTPaYvrlq1Co8//jjGjRuHyMhIHD58GAAwceJELF26FBMmTIBUKsXu3bsZ4BDRiMZKHCIi8mrvvfce8vLysHfvXgDAoUOHcO7cOY+qmwMHDmDDhg2Ijo5GWloaXn31VSQkJGDnzp2w2+3YtGkTAOC//uu/EBwcjN/85jdD8l68gSAI/RpqCIKAtrY2sWLHPRLdYDBAEASoVCqPyp20tDTI5fIBCVaurY5wN64dqpHoNpsNZWVlsFqtUKlUiImJGfJAaaTo6OiA0WiExWJBYmIiYmNjhzTUcIeP1051czgckEqlPbYO9rUvlMFgwI4dO6DX65GdnY2FCxd6VXhDREQ3hJU4REQ0MixcuBDLli2DTCbDn/70Jyxfvhyff/75UC/LK/V3iCCRSKBQKJCRkYGMjAyP57q6ulBaWipuzcrPz0dJSQlsNhtiY2M9Knc0Gg1Gjx59S+v7seoI901zc3MzqqqqPEaiu2+gFQpFv4xEt1qtMBgM6OjogFqtxvjx4xneDJLuVU8qlQrjxo3zilBDIpEgODgYwcHBvfaFcoc7jY2NqKiogN1uF19z5MgRqNVq3HbbbbjtttsQGhqKq1evYufOnbhy5Qo2bNiA+++/3yveJxERDTyGOERE5NX60tSy+03R6tWrsX79evG1+fn5Hq+dM2fOgK6X/iEgIEAMaBYvXiwed4/ULioqQlFREY4dOwa9Xg+LxYLQ0FCkpaWJDZXT0tKQkJBwS8GKv79/n0aim81m2Gw2uFyu627N+jHNzc0wGAxwuVxISkq6pWbQdGPsdjvKysrQ3NwsVn/5ymcfEBCAsLAwhIWFeRx394UaP348iouL8cknn6C0tBRtbW1obW3F7Nmz8cQTTyAsLAz19fWs9CIiGiG4nYqIiLxaXxpiVldXIy4uDgDw/vvvY/v27fjb3/4Gi8WCjIwMfPPNNwCAyZMn4+LFi2KPHPIugiCgqakJRUVF4tYsvV6PiooKBAQEIDk5WQx2NBoNUlJSBqTnjXsk+rVbX7q6uuDv799jKlF7ezuMRiP8/f2hVqt73IzTwGlvb4fBYIDVaoVarUZ0dPSwDDK+//577NixA1evXkV2djYyMjJw5coV6HQ68au2thYhISHi1sUHHngAGo1mqJdORER916dfYAxxiIjI6504cQJZWVliQ8yNGzd6NMTcsGEDPvzwQ0ilUkRGRuKNN96AVqsFAOzfvx+///3vAQAbN27Ek08+OZRvhW6Cu5/IlStXUFRUBJ1Oh+LiYpSWlsLhcCAhIQEajQapqanQarXQaDQIDQ0dkJt599YXq9WKhoYGWCwWAIBMJkNoaOiwHInujWw2GwwGA2w2G9Rq9S1vxfNWJSUl2LFjBwwGA55//nncd999P3pNWa1WMdxJT09Henr6IK6WiIhuEUMcIiIiGt6cTicMBgN0Op1YwaPX62G1WjF69GhxJLo73ImJibmlYEUQBNTV1cFoNEKhUECtVkMul3uMRO8+drq3kehyubzfphKNNG1tbTAYDGhvb0dycjIiIyOHZXhz5coVvPTSSzCZTHj++edx7733MhAkIhr+GOIQERHRyORyuVBfXy/23XFPzaqvr0dwcHCPpsoqlQpS6fVbBXZ0dOCbb76BRCJBREQEVCoVgoKCfnId145E7z6VqHvfHXdzZZlMNixDiVtltVpRWlqKrq4uJCUlISIiYlh+Tnq9Hi+99BLKy8uxadMm/OxnP2N4Q0Q0cjDEISIiIupOEAS0trb2qNwxGo2QSCRISkryGIceFxeHvXv34p133sHDDz+MdevW/WSD477qbSR6R0cH/P39e4ycDg4OHpE3862trSgtLYXT6RTDm+FIp9PhpZdeQlVVFTZu3Ij58+ePyP/eREQjHEMcIiKi4SwvLw+ZmZlwOp1YvXo1srOzPZ5/5plncPr0aQA/9BCpq6tDU1MTgB8mNrn7ZSQmJuLDDz8c3MV7GUEQ0NXVhZKSEhQVFeHSpUs4ceIEDAYDxo8fj/DwcHFrljvkGajpU06nU+y7496iZbPZAADBwcE9pmbd6kh0b+Se9CUIgjjpa7gRBEEMb2pqarBp0ybMmzeP4Q0R0cjFEIeIiGi4cjqdSEtLw6effor4+HhMnToV77zzDiZMmNDr+a+//joKCgqwf/9+AIBCoYDVah3MJfsEs9mMXbt24YMPPsDq1auxatUqBAUFwWQyiROz3I2VW1paxHDH3VRZq9UiLi5uQG7EBUHwGInu/nI6nZDJ7A0vUwAAER5JREFUZDc8Et0bNTU1obS0FH5+fkhKShqWk77c4c327dtRW1uLzZs3Y+7cuQxviIiIIQ4REdFwdfbsWbzwwgs4efIkAGDbtm0AgA0bNvR6/qxZs/Db3/4W8+fPB8AQ51qCIGDDhg04efIk1q5di8cff/wnQxBBEGA2m3H58mUx2NHpdKiuroZMJsO4ceM8+u4kJydDKpUOyEj03rZm9TYSPSQkBEFBQV7XT6axsRGlpaWQSqVITk5GaGjoUC+p3wmCgOLiYmzfvh319fVieONt/y2IiGjI9OkXwvU7+BEREZHXqqysREJCgvg4Pj4e586d6/Vco9EIg8GAuXPnisfsdjumTJkCqVSK7OxsLF68eMDX7M0kEgkeeOABbN26tc/bkyQSCUaPHo277roLd911l3hcEATYbDbo9XoUFRWhsLAQ7777rrg9SKVSeWzLSktLg1wuv+mbeYlEAplMBplMhsjISI/nHA6HGOo0NjaioqICdrsdEolE3JqlUCiGZCS6IAiwWCwwGAyQyWTQaDRQKBSD9u8fLIIgoKioCDk5ObBYLNi8eTPuvvtuhjdERHRTGOIQERENc4cPH8aSJUs8wgmj0QilUonS0lLMnTsX6enpSElJGcJVDr2ZM2f2y/eRSCQICQnB5MmTMXnyZI/nHA4Hrl69iuLiYhQVFSE/Px8lJSWw2WyIjY0Vwx33WPTRo0ff0s2+VCpFWFhYj21J145Er6+vh81mg8vl6nVrVn+ORHdXMBkMBgQHB2P8+PEICQnpt+/vLbqHN42Njdi8eTPmzJkzKOGNxWLBww8/jLKyMqjVahw9erRHU+hLly7h17/+NVpaWuDv74+NGzfi4YcfBgCsWLECZ86cEa+bAwcOYNKkSQO+biIi+mkMcYiIiHyQUqlEeXm5+LiiogJKpbLXcw8fPozdu3f3eD0AJCcnY86cOSgoKBjxIc5gkEql4vaq7tVPLpcL1dXV4kj0999/H3q9HhaLBaGhoUhLS/MYi56QkHBLDY39/PygUCh6VL64R6K7A56qqirYbDY4HA5IpdIe4c6NjEQXBAENDQ0wGAwICQnBxIkTIZfLb/o9eCtBEHD58mXk5OSgubkZmzdvxl133TWolTc5OTmYN28esrOzkZOTg5ycHGzfvt3jHLlcjj//+c9ITU1FVVUVMjIysGDBArGJ9I4dO7BkyZJBWzMREfUNe+IQERH5IIfDgbS0NJw6dQpKpRJTp07F22+/jYkTJ3qcp9PpcO+998JgMIg3kY2NjZDL5ZDJZGhoaMDMmTNx/Pjx6zZFpqEjCAKamprEyh2dTgedToeKigoEBAQgOTlZ3JKl0WiQkpKCwMDAAQkMurq6eh2J7ufn96Mj0QVBQF1dHYxGIxQKBZKSkhAcHNzv6xtqgiDgu+++Q05ODlpbW7Fp06ZBD2/cNBoN8vPzERcXh+rqasyZMwd6vf5HX3P77bfjvffeQ2pqKlasWIH777+fIQ4R0eBiY2MiIqLh7MSJE8jKyoLT6cTKlSuxceNGbNmyBVOmTMGiRYsAAC+88ALsdjtycnLE13311VdYs2YN/Pz84HK5kJWVhVWrVg3V26Cb4K6YuXLlijg1q7i4GKWlpXA4HEhISBCrd7RaLTQaDUJDQwd0JHr3cKe9vR2CIEAikcBut0OhUCAxMRGRkZHDbiS6IAgoLCxETk4O2trasGnTJsyePXtIe96Eh4ejqalJXF9ERIT4uDfnz5/H8uXLcfnyZfj5+WHFihU4e/YsZDIZ5s2bh5ycHMhkssFaPhHRSMUQh4iIiGikcTqdKCsrE6t3iouLodfrYbVaMXr0aI+eOxqNBjExMf3a0NjlcqG2thZlZWUIDQ1FZGSkx/Ssa0eiy+VyKBQKBAQE+FSzX0EQ8O233yInJwft7e3YvHkz7rzzzkF7D/fccw9qamp6HN+6dSuWL1/uEdpERESgsbGx1+/jrtQ5ePAgZsyYIR6LjY1FZ2cnnnrqKaSkpGDLli0D80aIiMiNIQ4RERER/cC9rcndd8cd7tTV1SE4ONij505aWhrUajWk0r63T3T39SkvL0dUVBRUKlWvY9p/aiR6b1uzvCncEQQBf//737Ft2zZ0dnZi8+bN+Od//mevWmNft1O1tLRgzpw5eP7556+7dSo/Px87d+7EX/7yl4FeNhHRSMcQh4iIiIh+nCAIaG1thU6n8wh3jEYjJBIJkpKSPKp3UlNTERQUJIYWdrsdf/zjH3H58mVs2LABiYmJvYY3feEeid59e1Z7ezsA9Ah35HL5oG7NEgQBly5dwrZt2+BwOLB582bMmjXLq8Ibt3Xr1iEqKkpsbGyxWPDSSy95nNPZ2Yn77rsPCxcuRFZWlsdz1dXViIuLgyAIeOaZZxAUFOSxJZOIiAYEQxwiIiIamVauXIm//OUviImJwXfffdfjeUEQkJmZiRMnTkAul+PAgQPiOPCDBw/id7/7HQBg06ZNWL58+aCu3VsIgoCuri6UlJSIPXd0Oh1KSkrQ0dGBMWPGQCKRQK/X484778T69euRkpIyIKGGy+VCe3u7R+XOYI5ELygoQE5ODpxOJzZv3oyZM2d6ZXjjZjabsXTpUphMJqhUKhw9ehSRkZG4cOEC9uzZg7179+Ktt97Ck08+6dEM3T1KfO7cuaivr4cgCJg0aRL27NnTY5IZERH1O4Y4RERENDL99a9/hUKhwBNPPNFriHPixAm8/vrrOHHiBM6dO4fMzEycO3cOFosFU6ZMwYULFyCRSJCRkYGLFy8iIiJiCN6Fd7LZbPjTn/6EN998E9OnT4dGo4HBYEBxcTFaWloQHh7u0VRZq9UiLi6uX/vuuAmCgI6Ojl63ZgUEBNzySPRvvvkG27ZtAwBs2bIF06dP9+rwhoiIfFqffsH0faMzERERkY+YPXs2ysrKrvv88ePH8cQTT0AikWDGjBloampCdXU18vPzMX/+fERGRgIA5s+fj7y8PCxbtmyQVu69rFYr9uzZg0OHDuGxxx7D119/3aM6QxAEmM1mcVvWqVOnsHv3blRXVyMwMBCpqali3x2NRoPk5GRIpdKbDkYkEgmCgoIQFBSEqKgoj+e6j0Q3m80wmUw9RqKbTCaEhoZiwoQJCAoKEt/DxYsXsW3bNvj5+eE///M/MW3aNIY3RETkFRjiEBER0YhTWVmJhIQE8XF8fDwqKyuve5x+6LOi0Whw9uxZyOXyXs+RSCQYPXo0Zs+ejdmzZ4vHBUGAzWaDXq9HUVERCgsL8e6778JgMEAQBKhUqh6NlUNCQm4pOAkICEB4eDjCw8M9jncfiX7p0iWcPn0aJpMJTqcT0dHRaG5uRkBAALKysvCLX/wCo0aNuuk1EBER9TeGOERERET0k954442bfq1EIkFISAgmT54s9h5yczgcuHr1qjgSPT8/HyUlJbDZbIiNjRXDHff2rNGjR99SuOPv74/Q0FCEhoYiMzMT//7v/47z588jJycHgYGBeOihh+B0OvHFF19g7969aG1tRUxMDMaPHw+tVovx48djwoQJGDNmzE2vgYiI6GYxxCEiIqIRR6lUory8XHxcUVEBpVIJpVKJ/Px8j+Nz5swZ/AWOIFKpVKzAWbx4sXjcPbLcPRL9gw8+gE6ng8ViQWhoqNh3x/3ahISEG5pWJQgCzp07h+3bt0Mmk2Hr1q3IyMjoERAJgoD6+nrodDoUFxfj+PHj+PDDD/Hqq6/222dARETUV2xsTERERMNSWVkZ7r///l4bG3/00UfIzc0VGxu7qzEsFgsyMjLwzTffAAAmT56Mixcvij1yaOgJgoCmpiZxYpZ7alZFRQUCAgKQnJzs0XcnJSUFgYGBYjgjCAL+9re/Yfv27QgODsaWLVswefJk9rwhIqKhxulURERENDItW7YM+fn5aGhowJgxY/Db3/4WXV1dAIB//dd/hSAIWLt2LfLy8iCXy/E///M/mDJlCgBg//79+P3vfw8A2LhxI5588skhex/Ud4IgwG63o6SkRGysXFxcjNLSUjgcDsTHxyMqKgp6vR6xsbHYsmUL7rjjDoY3RETkLRjiEBERERE5nU6UlZXh888/R1RUFB588EGGN0RE5G0Y4hARERERERER+YA+hTh+A70KIiIiIiIiIiK6dQxxiIiIiIiIiIh8AEMcIiIiohFm5cqViImJwW233dbr8//7v/+Lf/qnf0J6ejpmzZqFv//97+JzarUa6enpmDRpktgMmoiIiAYHQxwiIiKiEWbFihXIy8u77vNJSUk4c+YMCgsLsXnzZjz11FMez58+fRqXLl3ChQsXBnqpXsdisWD+/PlITU3F/Pnz0djY2Ot5/v7+mDRpEiZNmoRFixaJxw0GA6ZPn45x48bh4YcfRmdn52AtnYiIhgGGOEREREQjzOzZsxEZGXnd52fNmoWIiAgAwIwZM1BRUTFYS/N6OTk5mDdvHkpKSjBv3jzk5OT0el5wcDAuXbqES5cu4cMPPxSPP/fcc3jmmWfw/fffIyIiAvv27RuspRMR0TDAEIeIiIiIrmvfvn247777xMcSiQQ/+9nPkJGRgTfffHMIVzY0jh8/juXLlwMAli9fjg8++KDPrxUEAZ9//jmWLFlyU68nIiKSDvUCiIiIiMg7nT59Gvv27cMXX3whHvviiy+gVCpRV1eH+fPnQ6vVYvbs2UO4ysFVW1uLuLg4AEBsbCxqa2t7Pc9ut2PKlCmQSqXIzs7G4sWLYTabER4eDqn0h/8LHh8fj8rKykFbOxER+T6GOERERETUw7fffovVq1fj448/RlRUlHhcqVQCAGJiYvDggw/i/Pnzwy7Eueeee1BTU9Pj+NatWz0eSyQSSCSSXr+H0WiEUqlEaWkp5s6di/T0dISFhQ3IeomIaORgiENEREREHkwmE37xi1/g0KFDSEtLE4+3tbXB5XIhNDQUbW1t+OSTT7Bly5YhXOnA+Oyzz6773JgxY1BdXY24uDhUV1cjJiam1/PcYVdycjLmzJmDgoIC/PKXv0RTUxMcDgekUikqKirE84iIiPqCPXGIiIiIRphly5Zh5syZ0Ov1iI+Px759+7Bnzx7s2bMHAPDiiy/CbDbj6aef9hglXltbizvvvBO33347pk2bhn/5l3/BvffeO5RvZdAtWrQIBw8eBAAcPHgQDzzwQI9zGhsb0dHRAQBoaGjAl19+iQkTJkAikeDuu+/Ge++996OvJyIiuh6JIAg3cv4NnUxERERENJyYzWYsXboUJpMJKpUKR48eRWRkJC5cuIA9e/Zg7969+Oqrr7BmzRr4+fnB5XIhKysLq1atAgCUlpbikUcegcViwR133IG33noLMplsiN8VERF5gd735157EkMcIiIiIiIiIqIh1acQh9upiIiIiIiIiIh8AEMcIiIiIiIiIiIfwBCHiIiIiIiIiMgHMMQhIiIiIiIiIvIBDHGIiIiIiIiIiHwAQxwiIiIiIiIiIh/AEIeIiIiIiIiIyAcwxCEiIiIiIiIi8gEMcYiIiIiIiIiIfABDHCIiIiIiIiIiH8AQh4iIiIiIiIjIBzDEISIiIiIiIiLyAQxxiIiIiIiIiIh8AEMcIiIiIiIiIiIfwBCHiIiIiIiIiMgHMMQhIiIiIiIiIvIBDHGIiIiIiIiIiHwAQxwiIiIiIiIiIh/AEIeIiIiIiIiIyAdIb/B8yYCsgoiIiIiIiIiIfhQrcYiIiIiIiIiIfABDHCIiIiIiIiIiH8AQh4iIiIiIiIjIBzDEISIiIiIiIiLyAQxxiIiIiIiIiIh8AEMcIiIiIiIiIiIfwBCHiIiIiIiIiMgHMMQhIiIiIiIiIvIBDHGIiIiIiIiIiHwAQxwiIiIiIiIiIh/w/22zvoe9rpM4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fa68dc6dbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "Axes3D\n",
    "\n",
    "def plot_3d(weights):\n",
    "    fig = plt.figure(figsize=(20, 10))\n",
    "    ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "    for i in range(0, len(weights)):\n",
    "        ax.scatter(\n",
    "            weights[i, 0], \n",
    "            weights[i, 1], \n",
    "            weights[i, 2],\n",
    "            s=75,\n",
    "        )\n",
    "        \n",
    "        ax.text(weights[i, 0], weights[i, 1], weights[i, 2],  '%s' % (str(i)), size=20, zorder=1, color='k')\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
